Breaking an LSTM Model
INTRODUCTION
The goal of this project is to explore stateful LSTM models. The two underlying questions it seeks to answer are whether incuding validation data in a stateful model helps in the same manner as it does for non-stateful models, and whether the placement of the division between training and testing data can potentially ‘break’ the model so that the R-Squared value goes negative.
Suspicions
Validation Data and Stateful Models
Unlike for non-stateful models, tutorials for stateful models rarely include the use of validation data. One possible reason for this is that stateful models, unlike normal models, doe not divide their data into groups randomly. Data is fed into the model in order from earliest to latest (or sometimes the reverse). Thus, the training data is the most in the past, and the testing data is the most recent. Any validation data would have to consist of blocks of data in between those two, and would not be random. Thus, validation data would present two dangers: overfitting on the validation data itself, and a gap between training and testing data.
Breaking a Model
When running some tests with stock data, there were a few cases where the model thoroughly failed and the predictions yielded negative R-Squared values. One common feature of those cases was that the division between training and testing data coincided with a sudden spike in the stock price, which was followed by a period with a new average. Do these conditions consistently break the model? And can we clarify the conditions for breaking the model?
Oil Price Data
For testing these hypotheses, we are going to make use of a dataset of oil prices since 1989. The dataset was chosen because it is not only data of interest, but also because the data is rich, and the price of oil experienced several sudden climbs followed by long plateaus. Thus, if we are trying to choose a dividing line between training and test data that could cause the model to fail, there should be several good options with enough data to train and test the model.
library(readr)
library(dplyr)
library(keras)package 㤼㸱keras㤼㸲 was built under R version 3.6.3library(tidyr)# not built for laptop yet
oil <- read_csv('C:\\Users\\Christopher\\Desktop\\Data\\oil_prices.csv')Parsed with column specification:
cols(
DATE = [34mcol_date(format = "")[39m,
DCOILBRENTEU = [31mcol_character()[39m
)head(oil)oil <- oil %>%
rename(price = DCOILBRENTEU) %>%
mutate(price = as.numeric(price)) %>%
mutate(change64_days = lag(price, 64) ) %>%
mutate (id = (1 - 64):( nrow(oil) - 64) ) %>%
drop_na() %>%
mutate (change64_days = price - change64_days )
summary(oil) DATE price change64_days id
Min. :1987-08-18 Min. : 9.10 Min. :-68.8900 Min. : 1
1st Qu.:1995-09-11 1st Qu.: 18.78 1st Qu.: -2.4200 1st Qu.:2105
Median :2003-11-10 Median : 32.35 Median : 0.5300 Median :4235
Mean :2003-11-11 Mean : 46.59 Mean : 0.3223 Mean :4237
3rd Qu.:2012-01-05 3rd Qu.: 67.01 3rd Qu.: 4.3900 3rd Qu.:6363
Max. :2020-02-25 Max. :143.95 Max. : 41.8200 Max. :8486 timesteps = 32
batch_size = 64
epochs = 60
# 60 epochs should be enough, see little improvement going to 120. Funny results with 40
##########################################
past <- NULL
future <- NULL
temp <- oil[32:NROW(oil), 'price']
# indexing to avoid NAs in past data; could do same for future, but that would eliminate data for real predictions
for (i in 1:timesteps){
past <- c(past,unlist(lag( oil$price, i)))
future <- c(future,unlist(lead( oil$price, i-1)))
}
past <- array( data = past, dim = c(NROW(oil), 32, 1) )
future <- array( data = future, dim = c(NROW(oil), 32, 1) )
clip = timesteps + 1 + ((dim(future)[1] - timesteps) %% batch_size)
future <- future[clip:dim(future)[1],,1]
past <- past [clip:dim( past)[1],,1]# prevent accidental rerunning when playing with code
if ( max(past) >1 || min(past) < 0 ){
future <- ( future - min ( oil$price ) ) / ( max( oil$price - min ( oil$price ) ) )
past <- ( past - min ( oil$price ) ) / (max( oil$price - min( oil$price ) ) )
}
future <- array(future,c(dim(future)[1], dim(future)[2], 1))
past <- array(past,c(dim(past)[1], dim(past)[2], 1))train_share <- 0.90
batches <- dim(future)[1] / batch_size
train_batches <- as.integer((batches - 1) * 0.9)
test_batches <- batches - 1 - train_batches
train_end <- train_batches * batch_size
test_start <- train_end + 1
test_end <- train_end + test_batches * batch_size
future_start <- test_end +1
future_end <- dim(future)[2]# prevent accidental rerunning when playing with code
if ( max(past) >1 || min(past) < 0 ){
future <- ( future - min ( oil$price ) ) / ( max( oil$price - min ( oil$price ) ) )
past <- ( past - min ( oil$price ) ) / (max( oil$price - min( oil$price ) ) )
}
future <- array(future,c(dim(future)[1], dim(future)[2], 1))
past <- array(past,c(dim(past)[1], dim(past)[2], 1))model_2v <- model_11v
summary(model_2v)simple_model <- keras_model_sequential() %>%
layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
layer_dense(1)
simple_model_2v <- simple_model
summary(simple_model)train_share <- 0.90
batches <- dim(future)[1] / batch_size
train_batches <- as.integer((batches - 1) * 0.9)
test_batches <- batches - 1 - train_batches
train_end <- train_batches * batch_size
test_start <- train_end + 1
test_end <- train_end + test_batches * batch_size
future_start <- test_end +1
future_end <- dim(future)[2]model_11v <- keras_model_sequential() %>%
layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
layer_dropout(0.2) %>%
layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
layer_dropout(0.2) %>%
layer_dense(1)2020-03-17 20:02:18.611847: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2summary(model_11v)Model: "sequential"
_________________________________________________________________________________________________________________________________
Layer (type) Output Shape Param #
=================================================================================================================================
lstm (LSTM) (64, 32, 10) 480
_________________________________________________________________________________________________________________________________
dropout (Dropout) (64, 32, 10) 0
_________________________________________________________________________________________________________________________________
lstm_1 (LSTM) (64, 32, 10) 840
_________________________________________________________________________________________________________________________________
dropout_1 (Dropout) (64, 32, 10) 0
_________________________________________________________________________________________________________________________________
dense (Dense) (64, 32, 1) 11
=================================================================================================================================
Total params: 1,331
Trainable params: 1,331
Non-trainable params: 0
_________________________________________________________________________________________________________________________________# dropout of 0.5 too high, stick to 0.2 or lowermodel_2v <- model_11v
summary(model_2v)Model: "sequential"
_________________________________________________________________________________________________________________________________
Layer (type) Output Shape Param #
=================================================================================================================================
lstm (LSTM) (64, 32, 10) 480
_________________________________________________________________________________________________________________________________
dropout (Dropout) (64, 32, 10) 0
_________________________________________________________________________________________________________________________________
lstm_1 (LSTM) (64, 32, 10) 840
_________________________________________________________________________________________________________________________________
dropout_1 (Dropout) (64, 32, 10) 0
_________________________________________________________________________________________________________________________________
dense (Dense) (64, 32, 1) 11
=================================================================================================================================
Total params: 1,331
Trainable params: 1,331
Non-trainable params: 0
_________________________________________________________________________________________________________________________________simple_model <- keras_model_sequential() %>%
layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
layer_dense(1)
simple_model_2v <- simple_model
summary(simple_model)Model: "sequential_1"
_________________________________________________________________________________________________________________________________
Layer (type) Output Shape Param #
=================================================================================================================================
lstm_2 (LSTM) (64, 32, 10) 480
_________________________________________________________________________________________________________________________________
lstm_3 (LSTM) (64, 32, 10) 840
_________________________________________________________________________________________________________________________________
dense_1 (Dense) (64, 32, 1) 11
=================================================================================================================================
Total params: 1,331
Trainable params: 1,331
Non-trainable params: 0
_________________________________________________________________________________________________________________________________train_X <- past[1:train_end,,]
train_X <- array(train_X,c(dim(train_X)[1], dim(train_X)[2], 1))
train_y <- future[1:train_end,,]
train_y <- array(train_y,c(dim(train_y)[1], dim(train_y)[2], 1))model_11v %>%
compile(
loss = 'mse',
optimizer = 'adam'
) %>%
fit(
epochs = epochs,
batch_size = batch_size,
x = train_X,
y = train_y,
validation_split = (11 / 111)
)Train on 6400 samples, validate on 704 samples
Epoch 1/60
64/6400 [..............................] - ETA: 5:45 - loss: 0.1273
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6400/6400 [==============================] - 8s 1ms/sample - loss: 0.0357 - val_loss: 0.0091
Epoch 2/60
64/6400 [..............................] - ETA: 4s - loss: 0.0113
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6400/6400 [==============================] - 5s 711us/sample - loss: 0.0197 - val_loss: 0.0082
Epoch 3/60
64/6400 [..............................] - ETA: 4s - loss: 0.0143
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6400/6400 [==============================] - 5s 721us/sample - loss: 0.0161 - val_loss: 0.0070
Epoch 4/60
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6400/6400 [==============================] - 5s 710us/sample - loss: 0.0136 - val_loss: 0.0071
Epoch 5/60
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320/6400 [>.............................] - ETA: 4s - loss: 0.0132
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576/6400 [=>............................] - ETA: 4s - loss: 0.0134
704/6400 [==>...........................] - ETA: 3s - loss: 0.0126
832/6400 [==>...........................] - ETA: 3s - loss: 0.0122
960/6400 [===>..........................] - ETA: 3s - loss: 0.0124
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0122
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0122
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0122
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0121
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0121
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0119
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0119
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0120
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0119
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0119
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0121
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0120
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0120
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0120
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0120
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0120
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0121
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0120
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0119
2880/6400 [============>.................] - ETA: 2s - loss: 0.0118
2944/6400 [============>.................] - ETA: 2s - loss: 0.0118
3008/6400 [=============>................] - ETA: 2s - loss: 0.0118
3072/6400 [=============>................] - ETA: 2s - loss: 0.0118
3136/6400 [=============>................] - ETA: 2s - loss: 0.0118
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0117
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0117
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0117
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0117
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0117
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0118
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0118
3648/6400 [================>.............] - ETA: 2s - loss: 0.0119
3712/6400 [================>.............] - ETA: 2s - loss: 0.0119
3776/6400 [================>.............] - ETA: 2s - loss: 0.0119
3840/6400 [=================>............] - ETA: 1s - loss: 0.0120
3904/6400 [=================>............] - ETA: 1s - loss: 0.0120
3968/6400 [=================>............] - ETA: 1s - loss: 0.0120
4032/6400 [=================>............] - ETA: 1s - loss: 0.0120
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0120
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0120
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0120
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0121
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0120
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0121
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0121
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0121
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0121
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0121
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0121
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0121
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0119
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0119
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0119
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0119
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0119
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0119
6208/6400 [============================>.] - ETA: 0s - loss: 0.0119
6336/6400 [============================>.] - ETA: 0s - loss: 0.0119
6400/6400 [==============================] - 5s 771us/sample - loss: 0.0119 - val_loss: 0.0060
Epoch 6/60
64/6400 [..............................] - ETA: 4s - loss: 0.0074
192/6400 [..............................] - ETA: 4s - loss: 0.0118
320/6400 [>.............................] - ETA: 4s - loss: 0.0113
448/6400 [=>............................] - ETA: 4s - loss: 0.0107
576/6400 [=>............................] - ETA: 4s - loss: 0.0105
704/6400 [==>...........................] - ETA: 4s - loss: 0.0106
832/6400 [==>...........................] - ETA: 3s - loss: 0.0105
960/6400 [===>..........................] - ETA: 3s - loss: 0.0107
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0108
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0107
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0109
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0111
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0113
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0112
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0112
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0111
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0111
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0113
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0113
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0112
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0113
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0112
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0112
2816/6400 [============>.................] - ETA: 2s - loss: 0.0112
2944/6400 [============>.................] - ETA: 2s - loss: 0.0113
3008/6400 [=============>................] - ETA: 2s - loss: 0.0113
3072/6400 [=============>................] - ETA: 2s - loss: 0.0113
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0113
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0113
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0113
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0113
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0113
3712/6400 [================>.............] - ETA: 1s - loss: 0.0113
3840/6400 [=================>............] - ETA: 1s - loss: 0.0113
3904/6400 [=================>............] - ETA: 1s - loss: 0.0112
3968/6400 [=================>............] - ETA: 1s - loss: 0.0113
4032/6400 [=================>............] - ETA: 1s - loss: 0.0113
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0113
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0113
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0113
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0113
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0112
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0112
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0112
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0111
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0111
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0111
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0111
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0111
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0111
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0111
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0111
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0111
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0111
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0111
6272/6400 [============================>.] - ETA: 0s - loss: 0.0111
6400/6400 [==============================] - 5s 741us/sample - loss: 0.0111 - val_loss: 0.0061
Epoch 7/60
64/6400 [..............................] - ETA: 4s - loss: 0.0082
192/6400 [..............................] - ETA: 4s - loss: 0.0095
320/6400 [>.............................] - ETA: 4s - loss: 0.0092
448/6400 [=>............................] - ETA: 4s - loss: 0.0091
576/6400 [=>............................] - ETA: 4s - loss: 0.0094
704/6400 [==>...........................] - ETA: 4s - loss: 0.0099
832/6400 [==>...........................] - ETA: 3s - loss: 0.0103
960/6400 [===>..........................] - ETA: 3s - loss: 0.0106
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0107
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0109
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0111
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0112
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0111
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0111
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0110
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0110
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0109
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0110
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0110
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0109
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0108
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0109
2880/6400 [============>.................] - ETA: 2s - loss: 0.0108
3008/6400 [=============>................] - ETA: 2s - loss: 0.0106
3136/6400 [=============>................] - ETA: 2s - loss: 0.0107
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0107
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0107
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0108
3648/6400 [================>.............] - ETA: 1s - loss: 0.0107
3776/6400 [================>.............] - ETA: 1s - loss: 0.0106
3904/6400 [=================>............] - ETA: 1s - loss: 0.0106
4032/6400 [=================>............] - ETA: 1s - loss: 0.0106
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0106
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0106
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0106
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0106
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0107
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0106
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0106
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0106
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0106
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0106
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0106
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0105
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0105
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0105
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0105
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0105
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0104
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0104
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0103
6208/6400 [============================>.] - ETA: 0s - loss: 0.0103
6336/6400 [============================>.] - ETA: 0s - loss: 0.0103
6400/6400 [==============================] - 5s 732us/sample - loss: 0.0103 - val_loss: 0.0060
Epoch 8/60
64/6400 [..............................] - ETA: 4s - loss: 0.0065
192/6400 [..............................] - ETA: 4s - loss: 0.0084
320/6400 [>.............................] - ETA: 4s - loss: 0.0095
448/6400 [=>............................] - ETA: 4s - loss: 0.0098
576/6400 [=>............................] - ETA: 4s - loss: 0.0097
704/6400 [==>...........................] - ETA: 4s - loss: 0.0098
832/6400 [==>...........................] - ETA: 3s - loss: 0.0100
960/6400 [===>..........................] - ETA: 3s - loss: 0.0105
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0103
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0105
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0102
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0101
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0102
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0103
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0102
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0102
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0103
2176/6400 [=========>....................] - ETA: 2s - loss: 0.0103
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0103
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0102
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0102
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0102
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0102
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0102
2880/6400 [============>.................] - ETA: 2s - loss: 0.0102
3008/6400 [=============>................] - ETA: 2s - loss: 0.0101
3072/6400 [=============>................] - ETA: 2s - loss: 0.0100
3136/6400 [=============>................] - ETA: 2s - loss: 0.0100
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0100
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0099
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0099
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0099
3712/6400 [================>.............] - ETA: 1s - loss: 0.0099
3840/6400 [=================>............] - ETA: 1s - loss: 0.0099
3968/6400 [=================>............] - ETA: 1s - loss: 0.0098
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0097
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0096
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0097
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0097
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0097
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0097
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0097
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0098
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0098
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0097
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0098
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0097
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0097
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0097
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0097
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0097
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0097
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0097
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0097
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0097
6272/6400 [============================>.] - ETA: 0s - loss: 0.0097
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0097 - val_loss: 0.0059
Epoch 9/60
64/6400 [..............................] - ETA: 4s - loss: 0.0055
192/6400 [..............................] - ETA: 4s - loss: 0.0071
320/6400 [>.............................] - ETA: 4s - loss: 0.0078
448/6400 [=>............................] - ETA: 4s - loss: 0.0077
576/6400 [=>............................] - ETA: 4s - loss: 0.0077
640/6400 [==>...........................] - ETA: 4s - loss: 0.0079
768/6400 [==>...........................] - ETA: 4s - loss: 0.0085
896/6400 [===>..........................] - ETA: 4s - loss: 0.0089
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0089
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0091
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0091
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0093
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0093
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0093
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0093
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0094
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0093
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0092
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0093
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0093
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0094
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0093
2816/6400 [============>.................] - ETA: 2s - loss: 0.0093
2944/6400 [============>.................] - ETA: 2s - loss: 0.0092
3072/6400 [=============>................] - ETA: 2s - loss: 0.0092
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0091
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0093
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0093
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0094
3712/6400 [================>.............] - ETA: 1s - loss: 0.0093
3840/6400 [=================>............] - ETA: 1s - loss: 0.0093
3968/6400 [=================>............] - ETA: 1s - loss: 0.0093
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0093
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0093
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0094
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0094
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0094
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0094
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0094
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0094
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0094
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0094
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0094
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0093
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0093
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0093
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0093
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0093
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0093
6272/6400 [============================>.] - ETA: 0s - loss: 0.0093
6400/6400 [==============================] - 5s 724us/sample - loss: 0.0093 - val_loss: 0.0061
Epoch 10/60
64/6400 [..............................] - ETA: 4s - loss: 0.0085
192/6400 [..............................] - ETA: 4s - loss: 0.0100
320/6400 [>.............................] - ETA: 4s - loss: 0.0099
448/6400 [=>............................] - ETA: 4s - loss: 0.0100
576/6400 [=>............................] - ETA: 4s - loss: 0.0097
704/6400 [==>...........................] - ETA: 4s - loss: 0.0096
832/6400 [==>...........................] - ETA: 3s - loss: 0.0097
960/6400 [===>..........................] - ETA: 3s - loss: 0.0094
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0093
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0094
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0093
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0092
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0092
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0091
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0090
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0090
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0091
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0090
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0089
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0088
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0088
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0088
2880/6400 [============>.................] - ETA: 2s - loss: 0.0088
3008/6400 [=============>................] - ETA: 2s - loss: 0.0088
3136/6400 [=============>................] - ETA: 2s - loss: 0.0087
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0087
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0087
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0088
3648/6400 [================>.............] - ETA: 1s - loss: 0.0088
3776/6400 [================>.............] - ETA: 1s - loss: 0.0088
3904/6400 [=================>............] - ETA: 1s - loss: 0.0088
4032/6400 [=================>............] - ETA: 1s - loss: 0.0088
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0087
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0087
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0088
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0087
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0088
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0088
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0087
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0087
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0087
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0087
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0087
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0087
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0087
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0087
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0086
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0086
6208/6400 [============================>.] - ETA: 0s - loss: 0.0086
6336/6400 [============================>.] - ETA: 0s - loss: 0.0086
6400/6400 [==============================] - 5s 711us/sample - loss: 0.0086 - val_loss: 0.0063
Epoch 11/60
64/6400 [..............................] - ETA: 4s - loss: 0.0045
192/6400 [..............................] - ETA: 4s - loss: 0.0063
320/6400 [>.............................] - ETA: 4s - loss: 0.0067
448/6400 [=>............................] - ETA: 4s - loss: 0.0069
576/6400 [=>............................] - ETA: 4s - loss: 0.0075
704/6400 [==>...........................] - ETA: 3s - loss: 0.0077
832/6400 [==>...........................] - ETA: 3s - loss: 0.0078
960/6400 [===>..........................] - ETA: 3s - loss: 0.0081
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0081
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0081
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0080
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0080
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0081
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0082
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0081
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0080
2112/6400 [========>.....................] - ETA: 2s - loss: 0.0081
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0081
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0081
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0083
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0083
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0083
2880/6400 [============>.................] - ETA: 2s - loss: 0.0083
3008/6400 [=============>................] - ETA: 2s - loss: 0.0083
3136/6400 [=============>................] - ETA: 2s - loss: 0.0084
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0083
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0084
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0085
3648/6400 [================>.............] - ETA: 1s - loss: 0.0084
3776/6400 [================>.............] - ETA: 1s - loss: 0.0084
3904/6400 [=================>............] - ETA: 1s - loss: 0.0084
4032/6400 [=================>............] - ETA: 1s - loss: 0.0083
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0082
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0082
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0082
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0083
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0083
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0083
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0083
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0083
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0082
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0082
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0082
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0082
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0082
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0082
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0082
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0082
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0082
6272/6400 [============================>.] - ETA: 0s - loss: 0.0082
6400/6400 [==============================] - 5s 714us/sample - loss: 0.0082 - val_loss: 0.0058
Epoch 12/60
64/6400 [..............................] - ETA: 4s - loss: 0.0071
192/6400 [..............................] - ETA: 4s - loss: 0.0071
320/6400 [>.............................] - ETA: 4s - loss: 0.0070
448/6400 [=>............................] - ETA: 4s - loss: 0.0073
576/6400 [=>............................] - ETA: 4s - loss: 0.0071
704/6400 [==>...........................] - ETA: 3s - loss: 0.0071
832/6400 [==>...........................] - ETA: 3s - loss: 0.0070
960/6400 [===>..........................] - ETA: 3s - loss: 0.0069
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0070
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0072
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0072
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0073
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0073
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0074
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0074
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0074
2112/6400 [========>.....................] - ETA: 2s - loss: 0.0074
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0075
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0075
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0075
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0075
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0075
2880/6400 [============>.................] - ETA: 2s - loss: 0.0075
3008/6400 [=============>................] - ETA: 2s - loss: 0.0076
3136/6400 [=============>................] - ETA: 2s - loss: 0.0075
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0075
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0075
3520/6400 [===============>..............] - ETA: 1s - loss: 0.0076
3648/6400 [================>.............] - ETA: 1s - loss: 0.0076
3776/6400 [================>.............] - ETA: 1s - loss: 0.0076
3904/6400 [=================>............] - ETA: 1s - loss: 0.0077
4032/6400 [=================>............] - ETA: 1s - loss: 0.0077
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0077
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0076
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0076
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0076
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0075
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0075
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0075
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0076
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0076
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0076
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0076
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0076
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0076
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0076
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0076
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0076
6208/6400 [============================>.] - ETA: 0s - loss: 0.0076
6336/6400 [============================>.] - ETA: 0s - loss: 0.0076
6400/6400 [==============================] - 5s 709us/sample - loss: 0.0076 - val_loss: 0.0058
Epoch 13/60
64/6400 [..............................] - ETA: 4s - loss: 0.0083
192/6400 [..............................] - ETA: 4s - loss: 0.0072
320/6400 [>.............................] - ETA: 4s - loss: 0.0080
448/6400 [=>............................] - ETA: 4s - loss: 0.0077
576/6400 [=>............................] - ETA: 4s - loss: 0.0075
704/6400 [==>...........................] - ETA: 3s - loss: 0.0075
832/6400 [==>...........................] - ETA: 3s - loss: 0.0074
960/6400 [===>..........................] - ETA: 3s - loss: 0.0073
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0073
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0074
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0074
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0073
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0072
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0072
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0072
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0073
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0075
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0074
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0075
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0075
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0074
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0075
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0074
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0074
2880/6400 [============>.................] - ETA: 2s - loss: 0.0075
3008/6400 [=============>................] - ETA: 2s - loss: 0.0075
3136/6400 [=============>................] - ETA: 2s - loss: 0.0074
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0074
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0074
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0074
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0074
3648/6400 [================>.............] - ETA: 2s - loss: 0.0073
3776/6400 [================>.............] - ETA: 1s - loss: 0.0073
3904/6400 [=================>............] - ETA: 1s - loss: 0.0073
4032/6400 [=================>............] - ETA: 1s - loss: 0.0072
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0072
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0073
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0072
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0072
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0073
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0072
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0072
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0072
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0072
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0072
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0073
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0072
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0072
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0072
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0072
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0072
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0072
6272/6400 [============================>.] - ETA: 0s - loss: 0.0072
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0072 - val_loss: 0.0058
Epoch 14/60
64/6400 [..............................] - ETA: 4s - loss: 0.0049
192/6400 [..............................] - ETA: 4s - loss: 0.0065
320/6400 [>.............................] - ETA: 4s - loss: 0.0063
448/6400 [=>............................] - ETA: 4s - loss: 0.0062
576/6400 [=>............................] - ETA: 4s - loss: 0.0065
704/6400 [==>...........................] - ETA: 4s - loss: 0.0066
768/6400 [==>...........................] - ETA: 4s - loss: 0.0065
896/6400 [===>..........................] - ETA: 4s - loss: 0.0064
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0066
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0067
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0067
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0068
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0068
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0069
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0068
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0069
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0069
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0069
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0069
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0069
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0069
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0068
2816/6400 [============>.................] - ETA: 2s - loss: 0.0068
2944/6400 [============>.................] - ETA: 2s - loss: 0.0069
3072/6400 [=============>................] - ETA: 2s - loss: 0.0069
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0069
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0069
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0069
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0069
3648/6400 [================>.............] - ETA: 2s - loss: 0.0069
3776/6400 [================>.............] - ETA: 1s - loss: 0.0069
3904/6400 [=================>............] - ETA: 1s - loss: 0.0069
4032/6400 [=================>............] - ETA: 1s - loss: 0.0069
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0069
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0068
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0068
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0068
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0068
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0068
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0069
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0069
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0069
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0068
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0068
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0068
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0068
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0068
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0068
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0068
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0069
6272/6400 [============================>.] - ETA: 0s - loss: 0.0068
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0068 - val_loss: 0.0055
Epoch 15/60
64/6400 [..............................] - ETA: 4s - loss: 0.0056
192/6400 [..............................] - ETA: 4s - loss: 0.0058
320/6400 [>.............................] - ETA: 4s - loss: 0.0060
448/6400 [=>............................] - ETA: 4s - loss: 0.0059
576/6400 [=>............................] - ETA: 4s - loss: 0.0061
704/6400 [==>...........................] - ETA: 4s - loss: 0.0063
832/6400 [==>...........................] - ETA: 4s - loss: 0.0063
960/6400 [===>..........................] - ETA: 3s - loss: 0.0065
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0065
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0063
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0065
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0065
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0067
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0068
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0068
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0068
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0068
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0067
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0067
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0066
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0067
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0066
2816/6400 [============>.................] - ETA: 2s - loss: 0.0066
2944/6400 [============>.................] - ETA: 2s - loss: 0.0066
3008/6400 [=============>................] - ETA: 2s - loss: 0.0066
3072/6400 [=============>................] - ETA: 2s - loss: 0.0066
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0066
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0066
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0065
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0066
3712/6400 [================>.............] - ETA: 1s - loss: 0.0066
3840/6400 [=================>............] - ETA: 1s - loss: 0.0066
3968/6400 [=================>............] - ETA: 1s - loss: 0.0066
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0066
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0066
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0066
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0066
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0066
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0066
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0066
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0066
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0066
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0066
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0066
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0066
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0066
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0066
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0065
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0065
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0065
6272/6400 [============================>.] - ETA: 0s - loss: 0.0065
6400/6400 [==============================] - 5s 732us/sample - loss: 0.0065 - val_loss: 0.0058
Epoch 16/60
64/6400 [..............................] - ETA: 4s - loss: 0.0044
192/6400 [..............................] - ETA: 4s - loss: 0.0061
320/6400 [>.............................] - ETA: 4s - loss: 0.0063
448/6400 [=>............................] - ETA: 4s - loss: 0.0066
576/6400 [=>............................] - ETA: 4s - loss: 0.0066
704/6400 [==>...........................] - ETA: 4s - loss: 0.0063
832/6400 [==>...........................] - ETA: 3s - loss: 0.0065
960/6400 [===>..........................] - ETA: 3s - loss: 0.0065
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0064
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0064
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0065
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0065
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0065
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0064
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0065
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0066
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0065
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0065
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0066
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0066
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0065
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0065
2880/6400 [============>.................] - ETA: 2s - loss: 0.0065
3008/6400 [=============>................] - ETA: 2s - loss: 0.0065
3136/6400 [=============>................] - ETA: 2s - loss: 0.0065
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0065
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0065
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0064
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0064
3712/6400 [================>.............] - ETA: 1s - loss: 0.0064
3840/6400 [=================>............] - ETA: 1s - loss: 0.0064
3968/6400 [=================>............] - ETA: 1s - loss: 0.0063
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0063
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0063
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0062
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0063
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0063
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0062
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0063
4992/6400 [======================>.......] - ETA: 0s - loss: 0.0062
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0062
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0062
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0062
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0062
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0062
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0062
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0062
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0062
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0062
6272/6400 [============================>.] - ETA: 0s - loss: 0.0061
6400/6400 [==============================] - 5s 716us/sample - loss: 0.0061 - val_loss: 0.0059
Epoch 17/60
64/6400 [..............................] - ETA: 4s - loss: 0.0045
192/6400 [..............................] - ETA: 4s - loss: 0.0058
320/6400 [>.............................] - ETA: 4s - loss: 0.0057
448/6400 [=>............................] - ETA: 4s - loss: 0.0056
576/6400 [=>............................] - ETA: 4s - loss: 0.0053
704/6400 [==>...........................] - ETA: 3s - loss: 0.0054
832/6400 [==>...........................] - ETA: 3s - loss: 0.0057
960/6400 [===>..........................] - ETA: 3s - loss: 0.0057
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0056
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0056
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0056
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0056
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0056
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0056
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0057
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0057
2112/6400 [========>.....................] - ETA: 2s - loss: 0.0056
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0056
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0057
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0056
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0056
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0057
2880/6400 [============>.................] - ETA: 2s - loss: 0.0057
3008/6400 [=============>................] - ETA: 2s - loss: 0.0057
3136/6400 [=============>................] - ETA: 2s - loss: 0.0057
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0057
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0057
3520/6400 [===============>..............] - ETA: 1s - loss: 0.0057
3648/6400 [================>.............] - ETA: 1s - loss: 0.0057
3776/6400 [================>.............] - ETA: 1s - loss: 0.0057
3904/6400 [=================>............] - ETA: 1s - loss: 0.0057
4032/6400 [=================>............] - ETA: 1s - loss: 0.0057
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0057
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0058
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0058
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0058
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0058
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0058
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0058
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0059
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0059
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0059
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0059
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0058
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0059
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0058
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0058
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0058
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0058
6208/6400 [============================>.] - ETA: 0s - loss: 0.0058
6336/6400 [============================>.] - ETA: 0s - loss: 0.0058
6400/6400 [==============================] - 5s 714us/sample - loss: 0.0058 - val_loss: 0.0058
Epoch 18/60
64/6400 [..............................] - ETA: 4s - loss: 0.0055
192/6400 [..............................] - ETA: 4s - loss: 0.0054
320/6400 [>.............................] - ETA: 4s - loss: 0.0052
448/6400 [=>............................] - ETA: 4s - loss: 0.0053
576/6400 [=>............................] - ETA: 4s - loss: 0.0053
704/6400 [==>...........................] - ETA: 4s - loss: 0.0054
832/6400 [==>...........................] - ETA: 3s - loss: 0.0055
960/6400 [===>..........................] - ETA: 3s - loss: 0.0054
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0056
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0058
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0057
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0056
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0056
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0056
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0056
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0056
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0056
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0057
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0057
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0057
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0057
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0057
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0057
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0057
2880/6400 [============>.................] - ETA: 2s - loss: 0.0056
2944/6400 [============>.................] - ETA: 2s - loss: 0.0057
3008/6400 [=============>................] - ETA: 2s - loss: 0.0057
3072/6400 [=============>................] - ETA: 2s - loss: 0.0057
3136/6400 [=============>................] - ETA: 2s - loss: 0.0057
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0056
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0056
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0056
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0056
3648/6400 [================>.............] - ETA: 2s - loss: 0.0056
3776/6400 [================>.............] - ETA: 1s - loss: 0.0056
3904/6400 [=================>............] - ETA: 1s - loss: 0.0057
4032/6400 [=================>............] - ETA: 1s - loss: 0.0057
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0057
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0057
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0058
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0057
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0057
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0057
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0057
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0057
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0057
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0056
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0056
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0056
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0057
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0056
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0056
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0056
6208/6400 [============================>.] - ETA: 0s - loss: 0.0056
6336/6400 [============================>.] - ETA: 0s - loss: 0.0056
6400/6400 [==============================] - 5s 743us/sample - loss: 0.0056 - val_loss: 0.0054
Epoch 19/60
64/6400 [..............................] - ETA: 4s - loss: 0.0034
128/6400 [..............................] - ETA: 4s - loss: 0.0051
192/6400 [..............................] - ETA: 4s - loss: 0.0055
320/6400 [>.............................] - ETA: 4s - loss: 0.0048
384/6400 [>.............................] - ETA: 4s - loss: 0.0049
512/6400 [=>............................] - ETA: 4s - loss: 0.0053
640/6400 [==>...........................] - ETA: 4s - loss: 0.0051
768/6400 [==>...........................] - ETA: 4s - loss: 0.0052
896/6400 [===>..........................] - ETA: 4s - loss: 0.0054
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0054
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0053
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0054
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0055
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0054
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0054
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0054
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0053
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0053
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0053
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0053
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0054
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0055
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0055
2816/6400 [============>.................] - ETA: 2s - loss: 0.0056
2944/6400 [============>.................] - ETA: 2s - loss: 0.0055
3072/6400 [=============>................] - ETA: 2s - loss: 0.0055
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0055
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0056
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0055
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0055
3712/6400 [================>.............] - ETA: 1s - loss: 0.0055
3840/6400 [=================>............] - ETA: 1s - loss: 0.0055
3968/6400 [=================>............] - ETA: 1s - loss: 0.0055
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0055
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0055
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0055
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0055
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0055
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0055
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0055
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0055
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0055
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0055
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0055
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0056
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0055
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0055
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0055
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0055
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0055
6272/6400 [============================>.] - ETA: 0s - loss: 0.0054
6400/6400 [==============================] - 5s 728us/sample - loss: 0.0055 - val_loss: 0.0056
Epoch 20/60
64/6400 [..............................] - ETA: 4s - loss: 0.0042
192/6400 [..............................] - ETA: 4s - loss: 0.0052
320/6400 [>.............................] - ETA: 4s - loss: 0.0050
448/6400 [=>............................] - ETA: 4s - loss: 0.0050
576/6400 [=>............................] - ETA: 4s - loss: 0.0051
704/6400 [==>...........................] - ETA: 4s - loss: 0.0054
832/6400 [==>...........................] - ETA: 4s - loss: 0.0057
960/6400 [===>..........................] - ETA: 3s - loss: 0.0057
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0057
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0055
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0055
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0054
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0054
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0053
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0053
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0053
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0053
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0053
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0053
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0053
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0053
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0052
2816/6400 [============>.................] - ETA: 2s - loss: 0.0052
2944/6400 [============>.................] - ETA: 2s - loss: 0.0053
3072/6400 [=============>................] - ETA: 2s - loss: 0.0054
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0054
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0054
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0055
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0054
3712/6400 [================>.............] - ETA: 1s - loss: 0.0054
3840/6400 [=================>............] - ETA: 1s - loss: 0.0054
3968/6400 [=================>............] - ETA: 1s - loss: 0.0054
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0054
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0054
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0053
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0053
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0053
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0054
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0053
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0054
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0054
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0054
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0054
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0054
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0053
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0053
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0053
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0053
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0053
6272/6400 [============================>.] - ETA: 0s - loss: 0.0053
6400/6400 [==============================] - 5s 742us/sample - loss: 0.0053 - val_loss: 0.0058
Epoch 21/60
64/6400 [..............................] - ETA: 4s - loss: 0.0043
192/6400 [..............................] - ETA: 4s - loss: 0.0059
320/6400 [>.............................] - ETA: 4s - loss: 0.0057
448/6400 [=>............................] - ETA: 4s - loss: 0.0055
576/6400 [=>............................] - ETA: 4s - loss: 0.0059
640/6400 [==>...........................] - ETA: 4s - loss: 0.0057
768/6400 [==>...........................] - ETA: 4s - loss: 0.0054
896/6400 [===>..........................] - ETA: 4s - loss: 0.0051
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0051
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0052
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0052
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0051
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0051
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0051
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0050
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0050
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0050
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0050
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0050
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0050
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0050
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0050
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0050
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0051
2880/6400 [============>.................] - ETA: 2s - loss: 0.0050
3008/6400 [=============>................] - ETA: 2s - loss: 0.0051
3136/6400 [=============>................] - ETA: 2s - loss: 0.0051
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0052
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0052
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0052
3648/6400 [================>.............] - ETA: 2s - loss: 0.0052
3776/6400 [================>.............] - ETA: 1s - loss: 0.0052
3904/6400 [=================>............] - ETA: 1s - loss: 0.0052
4032/6400 [=================>............] - ETA: 1s - loss: 0.0052
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0052
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0051
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0051
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0052
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0051
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0052
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0051
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0052
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0051
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0051
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0052
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0052
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0052
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0052
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0052
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0052
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0052
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0052
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0052
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0052
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0052
6272/6400 [============================>.] - ETA: 0s - loss: 0.0052
6400/6400 [==============================] - 5s 776us/sample - loss: 0.0052 - val_loss: 0.0059
Epoch 22/60
64/6400 [..............................] - ETA: 4s - loss: 0.0040
192/6400 [..............................] - ETA: 4s - loss: 0.0041
320/6400 [>.............................] - ETA: 4s - loss: 0.0045
448/6400 [=>............................] - ETA: 4s - loss: 0.0049
576/6400 [=>............................] - ETA: 4s - loss: 0.0048
704/6400 [==>...........................] - ETA: 4s - loss: 0.0050
832/6400 [==>...........................] - ETA: 3s - loss: 0.0051
960/6400 [===>..........................] - ETA: 3s - loss: 0.0051
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0051
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0051
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0051
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0052
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0052
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0052
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0052
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0052
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0051
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0051
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0051
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0051
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0052
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0052
2816/6400 [============>.................] - ETA: 2s - loss: 0.0051
2880/6400 [============>.................] - ETA: 2s - loss: 0.0051
3008/6400 [=============>................] - ETA: 2s - loss: 0.0051
3072/6400 [=============>................] - ETA: 2s - loss: 0.0050
3136/6400 [=============>................] - ETA: 2s - loss: 0.0050
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0051
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0051
3712/6400 [================>.............] - ETA: 1s - loss: 0.0052
3776/6400 [================>.............] - ETA: 1s - loss: 0.0052
3904/6400 [=================>............] - ETA: 1s - loss: 0.0052
4032/6400 [=================>............] - ETA: 1s - loss: 0.0051
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0051
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0051
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0051
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0051
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0051
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0051
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0051
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0051
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0051
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0051
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0051
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0051
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0051
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0051
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0051
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0051
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0051
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0051
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0051
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0051
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0051
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0051
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0051
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0051
6208/6400 [============================>.] - ETA: 0s - loss: 0.0051
6336/6400 [============================>.] - ETA: 0s - loss: 0.0051
6400/6400 [==============================] - 5s 774us/sample - loss: 0.0051 - val_loss: 0.0060
Epoch 23/60
64/6400 [..............................] - ETA: 4s - loss: 0.0042
192/6400 [..............................] - ETA: 4s - loss: 0.0039
320/6400 [>.............................] - ETA: 4s - loss: 0.0040
448/6400 [=>............................] - ETA: 4s - loss: 0.0045
576/6400 [=>............................] - ETA: 4s - loss: 0.0049
704/6400 [==>...........................] - ETA: 4s - loss: 0.0048
832/6400 [==>...........................] - ETA: 4s - loss: 0.0050
960/6400 [===>..........................] - ETA: 4s - loss: 0.0049
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0048
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0048
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0048
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0049
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0049
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0050
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0051
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0051
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0051
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0052
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0052
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0052
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0052
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0053
2816/6400 [============>.................] - ETA: 2s - loss: 0.0053
2944/6400 [============>.................] - ETA: 2s - loss: 0.0052
3072/6400 [=============>................] - ETA: 2s - loss: 0.0052
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0052
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0051
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0051
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0051
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0051
3648/6400 [================>.............] - ETA: 2s - loss: 0.0051
3712/6400 [================>.............] - ETA: 1s - loss: 0.0051
3776/6400 [================>.............] - ETA: 1s - loss: 0.0051
3840/6400 [=================>............] - ETA: 1s - loss: 0.0051
3968/6400 [=================>............] - ETA: 1s - loss: 0.0051
4032/6400 [=================>............] - ETA: 1s - loss: 0.0051
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0051
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0052
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0051
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0051
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0050
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0050
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0050
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0050
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0051
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0051
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0051
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0051
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0051
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0051
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0051
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0051
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0051
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0051
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0051
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0051
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0051
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0051
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0050
6272/6400 [============================>.] - ETA: 0s - loss: 0.0050
6400/6400 [==============================] - 5s 773us/sample - loss: 0.0050 - val_loss: 0.0061
Epoch 24/60
64/6400 [..............................] - ETA: 4s - loss: 0.0033
192/6400 [..............................] - ETA: 4s - loss: 0.0047
320/6400 [>.............................] - ETA: 4s - loss: 0.0051
448/6400 [=>............................] - ETA: 4s - loss: 0.0051
576/6400 [=>............................] - ETA: 4s - loss: 0.0049
704/6400 [==>...........................] - ETA: 4s - loss: 0.0048
832/6400 [==>...........................] - ETA: 3s - loss: 0.0047
960/6400 [===>..........................] - ETA: 3s - loss: 0.0048
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0048
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0048
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0048
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0048
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0048
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0048
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0048
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0048
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0048
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0048
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0047
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2880/6400 [============>.................] - ETA: 2s - loss: 0.0047
3008/6400 [=============>................] - ETA: 2s - loss: 0.0046
3136/6400 [=============>................] - ETA: 2s - loss: 0.0047
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0047
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0047
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0047
3648/6400 [================>.............] - ETA: 1s - loss: 0.0047
3776/6400 [================>.............] - ETA: 1s - loss: 0.0047
3904/6400 [=================>............] - ETA: 1s - loss: 0.0048
4032/6400 [=================>............] - ETA: 1s - loss: 0.0048
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0048
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0048
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0048
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0048
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0048
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0048
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0048
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0048
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0048
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0049
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0049
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0049
6208/6400 [============================>.] - ETA: 0s - loss: 0.0049
6336/6400 [============================>.] - ETA: 0s - loss: 0.0049
6400/6400 [==============================] - 5s 739us/sample - loss: 0.0049 - val_loss: 0.0051
Epoch 25/60
64/6400 [..............................] - ETA: 4s - loss: 0.0038
192/6400 [..............................] - ETA: 4s - loss: 0.0047
320/6400 [>.............................] - ETA: 4s - loss: 0.0047
448/6400 [=>............................] - ETA: 4s - loss: 0.0048
576/6400 [=>............................] - ETA: 4s - loss: 0.0050
640/6400 [==>...........................] - ETA: 4s - loss: 0.0049
704/6400 [==>...........................] - ETA: 4s - loss: 0.0049
832/6400 [==>...........................] - ETA: 4s - loss: 0.0048
896/6400 [===>..........................] - ETA: 4s - loss: 0.0049
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0050
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0049
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0050
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0049
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0049
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0049
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0049
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0049
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0049
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0049
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0048
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0048
2816/6400 [============>.................] - ETA: 2s - loss: 0.0048
2880/6400 [============>.................] - ETA: 2s - loss: 0.0047
3008/6400 [=============>................] - ETA: 2s - loss: 0.0047
3136/6400 [=============>................] - ETA: 2s - loss: 0.0048
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0048
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0048
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0048
3648/6400 [================>.............] - ETA: 2s - loss: 0.0048
3776/6400 [================>.............] - ETA: 1s - loss: 0.0049
3904/6400 [=================>............] - ETA: 1s - loss: 0.0048
4032/6400 [=================>............] - ETA: 1s - loss: 0.0049
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0049
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0049
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0049
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0049
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0049
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0049
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0049
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0050
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0049
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0049
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0049
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0049
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0049
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0049
6272/6400 [============================>.] - ETA: 0s - loss: 0.0049
6400/6400 [==============================] - 5s 745us/sample - loss: 0.0049 - val_loss: 0.0062
Epoch 26/60
64/6400 [..............................] - ETA: 4s - loss: 0.0060
192/6400 [..............................] - ETA: 4s - loss: 0.0053
320/6400 [>.............................] - ETA: 4s - loss: 0.0056
448/6400 [=>............................] - ETA: 4s - loss: 0.0050
576/6400 [=>............................] - ETA: 4s - loss: 0.0049
704/6400 [==>...........................] - ETA: 4s - loss: 0.0046
832/6400 [==>...........................] - ETA: 3s - loss: 0.0047
960/6400 [===>..........................] - ETA: 3s - loss: 0.0047
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0047
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0047
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0048
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0049
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0050
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0051
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0051
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0050
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0051
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0051
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0051
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0052
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0051
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0051
2880/6400 [============>.................] - ETA: 2s - loss: 0.0050
3008/6400 [=============>................] - ETA: 2s - loss: 0.0050
3136/6400 [=============>................] - ETA: 2s - loss: 0.0050
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0050
3648/6400 [================>.............] - ETA: 1s - loss: 0.0049
3776/6400 [================>.............] - ETA: 1s - loss: 0.0050
3904/6400 [=================>............] - ETA: 1s - loss: 0.0049
4032/6400 [=================>............] - ETA: 1s - loss: 0.0049
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0049
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0049
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0049
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0049
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0049
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0049
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0049
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0049
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0049
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0048
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0048
6208/6400 [============================>.] - ETA: 0s - loss: 0.0048
6336/6400 [============================>.] - ETA: 0s - loss: 0.0048
6400/6400 [==============================] - 5s 728us/sample - loss: 0.0048 - val_loss: 0.0053
Epoch 27/60
64/6400 [..............................] - ETA: 4s - loss: 0.0035
192/6400 [..............................] - ETA: 4s - loss: 0.0042
320/6400 [>.............................] - ETA: 4s - loss: 0.0045
448/6400 [=>............................] - ETA: 4s - loss: 0.0044
576/6400 [=>............................] - ETA: 4s - loss: 0.0046
704/6400 [==>...........................] - ETA: 4s - loss: 0.0046
832/6400 [==>...........................] - ETA: 3s - loss: 0.0045
960/6400 [===>..........................] - ETA: 3s - loss: 0.0047
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0049
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0050
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0050
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0050
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0049
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0049
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0049
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0050
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0050
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0049
2880/6400 [============>.................] - ETA: 2s - loss: 0.0049
3008/6400 [=============>................] - ETA: 2s - loss: 0.0049
3136/6400 [=============>................] - ETA: 2s - loss: 0.0049
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0049
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0049
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0049
3648/6400 [================>.............] - ETA: 1s - loss: 0.0048
3776/6400 [================>.............] - ETA: 1s - loss: 0.0049
3904/6400 [=================>............] - ETA: 1s - loss: 0.0049
4032/6400 [=================>............] - ETA: 1s - loss: 0.0049
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0049
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0049
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0048
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0049
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0049
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0049
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0048
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0048
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0048
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0048
6208/6400 [============================>.] - ETA: 0s - loss: 0.0048
6336/6400 [============================>.] - ETA: 0s - loss: 0.0048
6400/6400 [==============================] - 5s 719us/sample - loss: 0.0048 - val_loss: 0.0053
Epoch 28/60
64/6400 [..............................] - ETA: 4s - loss: 0.0044
128/6400 [..............................] - ETA: 4s - loss: 0.0044
192/6400 [..............................] - ETA: 4s - loss: 0.0042
256/6400 [>.............................] - ETA: 4s - loss: 0.0045
320/6400 [>.............................] - ETA: 4s - loss: 0.0045
448/6400 [=>............................] - ETA: 4s - loss: 0.0045
576/6400 [=>............................] - ETA: 4s - loss: 0.0045
704/6400 [==>...........................] - ETA: 4s - loss: 0.0047
832/6400 [==>...........................] - ETA: 4s - loss: 0.0047
960/6400 [===>..........................] - ETA: 4s - loss: 0.0047
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0046
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0046
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0046
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0046
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0046
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0046
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2880/6400 [============>.................] - ETA: 2s - loss: 0.0046
3008/6400 [=============>................] - ETA: 2s - loss: 0.0046
3136/6400 [=============>................] - ETA: 2s - loss: 0.0046
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0046
3648/6400 [================>.............] - ETA: 1s - loss: 0.0046
3776/6400 [================>.............] - ETA: 1s - loss: 0.0046
3904/6400 [=================>............] - ETA: 1s - loss: 0.0046
4032/6400 [=================>............] - ETA: 1s - loss: 0.0046
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0047
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0047
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0047
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0047
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0047
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0047
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0047
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0047
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0047
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0047
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0047
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0047
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6272/6400 [============================>.] - ETA: 0s - loss: 0.0047
6400/6400 [==============================] - 5s 729us/sample - loss: 0.0047 - val_loss: 0.0055
Epoch 29/60
64/6400 [..............................] - ETA: 4s - loss: 0.0027
192/6400 [..............................] - ETA: 4s - loss: 0.0041
320/6400 [>.............................] - ETA: 4s - loss: 0.0043
448/6400 [=>............................] - ETA: 4s - loss: 0.0045
576/6400 [=>............................] - ETA: 4s - loss: 0.0049
704/6400 [==>...........................] - ETA: 4s - loss: 0.0051
832/6400 [==>...........................] - ETA: 3s - loss: 0.0049
960/6400 [===>..........................] - ETA: 3s - loss: 0.0048
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0047
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0047
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0047
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0048
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0048
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0047
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0047
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0047
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0047
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0046
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2880/6400 [============>.................] - ETA: 2s - loss: 0.0045
3008/6400 [=============>................] - ETA: 2s - loss: 0.0045
3136/6400 [=============>................] - ETA: 2s - loss: 0.0045
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0045
3648/6400 [================>.............] - ETA: 1s - loss: 0.0046
3776/6400 [================>.............] - ETA: 1s - loss: 0.0047
3904/6400 [=================>............] - ETA: 1s - loss: 0.0047
4032/6400 [=================>............] - ETA: 1s - loss: 0.0047
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0048
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0048
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0048
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0048
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0048
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0048
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0048
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0047
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6208/6400 [============================>.] - ETA: 0s - loss: 0.0047
6336/6400 [============================>.] - ETA: 0s - loss: 0.0047
6400/6400 [==============================] - 5s 717us/sample - loss: 0.0047 - val_loss: 0.0048
Epoch 30/60
64/6400 [..............................] - ETA: 4s - loss: 0.0053
192/6400 [..............................] - ETA: 4s - loss: 0.0056
320/6400 [>.............................] - ETA: 4s - loss: 0.0059
448/6400 [=>............................] - ETA: 4s - loss: 0.0055
576/6400 [=>............................] - ETA: 4s - loss: 0.0052
704/6400 [==>...........................] - ETA: 4s - loss: 0.0049
832/6400 [==>...........................] - ETA: 3s - loss: 0.0049
960/6400 [===>..........................] - ETA: 3s - loss: 0.0048
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0048
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0048
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0048
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0048
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0047
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0047
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0047
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0046
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0047
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2880/6400 [============>.................] - ETA: 2s - loss: 0.0046
3008/6400 [=============>................] - ETA: 2s - loss: 0.0047
3136/6400 [=============>................] - ETA: 2s - loss: 0.0047
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0048
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0048
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0047
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0047
3712/6400 [================>.............] - ETA: 1s - loss: 0.0047
3840/6400 [=================>............] - ETA: 1s - loss: 0.0047
3968/6400 [=================>............] - ETA: 1s - loss: 0.0047
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0047
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0047
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0047
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0047
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0047
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0047
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0047
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0047
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0047
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0047
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0047
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0047
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0046
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0046
6272/6400 [============================>.] - ETA: 0s - loss: 0.0046
6400/6400 [==============================] - 5s 726us/sample - loss: 0.0046 - val_loss: 0.0057
Epoch 31/60
64/6400 [..............................] - ETA: 4s - loss: 0.0058
192/6400 [..............................] - ETA: 4s - loss: 0.0049
320/6400 [>.............................] - ETA: 4s - loss: 0.0052
448/6400 [=>............................] - ETA: 4s - loss: 0.0047
576/6400 [=>............................] - ETA: 4s - loss: 0.0049
704/6400 [==>...........................] - ETA: 4s - loss: 0.0050
832/6400 [==>...........................] - ETA: 3s - loss: 0.0049
960/6400 [===>..........................] - ETA: 3s - loss: 0.0049
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0047
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0046
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0046
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0045
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0046
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0046
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2880/6400 [============>.................] - ETA: 2s - loss: 0.0045
3008/6400 [=============>................] - ETA: 2s - loss: 0.0045
3136/6400 [=============>................] - ETA: 2s - loss: 0.0046
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0045
3648/6400 [================>.............] - ETA: 1s - loss: 0.0046
3776/6400 [================>.............] - ETA: 1s - loss: 0.0046
3904/6400 [=================>............] - ETA: 1s - loss: 0.0046
4032/6400 [=================>............] - ETA: 1s - loss: 0.0046
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0046
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0046
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0047
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0047
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0046
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0046
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0047
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0047
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0046
6208/6400 [============================>.] - ETA: 0s - loss: 0.0046
6336/6400 [============================>.] - ETA: 0s - loss: 0.0046
6400/6400 [==============================] - 5s 719us/sample - loss: 0.0046 - val_loss: 0.0051
Epoch 32/60
64/6400 [..............................] - ETA: 4s - loss: 0.0059
192/6400 [..............................] - ETA: 4s - loss: 0.0053
320/6400 [>.............................] - ETA: 4s - loss: 0.0049
448/6400 [=>............................] - ETA: 4s - loss: 0.0053
576/6400 [=>............................] - ETA: 4s - loss: 0.0050
704/6400 [==>...........................] - ETA: 3s - loss: 0.0049
832/6400 [==>...........................] - ETA: 3s - loss: 0.0050
960/6400 [===>..........................] - ETA: 3s - loss: 0.0052
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0051
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0050
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0049
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0049
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0048
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0048
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0048
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0048
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0048
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0047
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0047
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2880/6400 [============>.................] - ETA: 2s - loss: 0.0046
3008/6400 [=============>................] - ETA: 2s - loss: 0.0047
3136/6400 [=============>................] - ETA: 2s - loss: 0.0046
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0046
3648/6400 [================>.............] - ETA: 1s - loss: 0.0046
3776/6400 [================>.............] - ETA: 1s - loss: 0.0046
3904/6400 [=================>............] - ETA: 1s - loss: 0.0046
4032/6400 [=================>............] - ETA: 1s - loss: 0.0046
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0046
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0046
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0046
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0046
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0046
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0046
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0047
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0047
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0047
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0046
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0047
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6208/6400 [============================>.] - ETA: 0s - loss: 0.0047
6336/6400 [============================>.] - ETA: 0s - loss: 0.0047
6400/6400 [==============================] - 5s 715us/sample - loss: 0.0046 - val_loss: 0.0053
Epoch 33/60
64/6400 [..............................] - ETA: 4s - loss: 0.0035
192/6400 [..............................] - ETA: 4s - loss: 0.0043
320/6400 [>.............................] - ETA: 4s - loss: 0.0049
448/6400 [=>............................] - ETA: 4s - loss: 0.0046
576/6400 [=>............................] - ETA: 4s - loss: 0.0045
704/6400 [==>...........................] - ETA: 4s - loss: 0.0044
832/6400 [==>...........................] - ETA: 3s - loss: 0.0044
960/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0045
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0047
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0046
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0047
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2880/6400 [============>.................] - ETA: 2s - loss: 0.0047
3008/6400 [=============>................] - ETA: 2s - loss: 0.0047
3136/6400 [=============>................] - ETA: 2s - loss: 0.0047
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0047
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0047
3648/6400 [================>.............] - ETA: 1s - loss: 0.0047
3776/6400 [================>.............] - ETA: 1s - loss: 0.0047
3904/6400 [=================>............] - ETA: 1s - loss: 0.0046
4032/6400 [=================>............] - ETA: 1s - loss: 0.0046
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0046
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0046
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0046
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0046
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0046
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0046
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0046
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0046
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0046
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0046
6208/6400 [============================>.] - ETA: 0s - loss: 0.0046
6336/6400 [============================>.] - ETA: 0s - loss: 0.0046
6400/6400 [==============================] - 5s 717us/sample - loss: 0.0046 - val_loss: 0.0055
Epoch 34/60
64/6400 [..............................] - ETA: 4s - loss: 0.0040
192/6400 [..............................] - ETA: 4s - loss: 0.0040
320/6400 [>.............................] - ETA: 4s - loss: 0.0037
448/6400 [=>............................] - ETA: 4s - loss: 0.0041
576/6400 [=>............................] - ETA: 4s - loss: 0.0039
704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
832/6400 [==>...........................] - ETA: 3s - loss: 0.0040
960/6400 [===>..........................] - ETA: 3s - loss: 0.0041
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2880/6400 [============>.................] - ETA: 2s - loss: 0.0042
3008/6400 [=============>................] - ETA: 2s - loss: 0.0042
3136/6400 [=============>................] - ETA: 2s - loss: 0.0042
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3648/6400 [================>.............] - ETA: 1s - loss: 0.0044
3776/6400 [================>.............] - ETA: 1s - loss: 0.0044
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0045
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0045
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0046
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0046
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0046
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6208/6400 [============================>.] - ETA: 0s - loss: 0.0046
6336/6400 [============================>.] - ETA: 0s - loss: 0.0045
6400/6400 [==============================] - 5s 717us/sample - loss: 0.0045 - val_loss: 0.0053
Epoch 35/60
64/6400 [..............................] - ETA: 4s - loss: 0.0049
192/6400 [..............................] - ETA: 4s - loss: 0.0044
320/6400 [>.............................] - ETA: 4s - loss: 0.0046
448/6400 [=>............................] - ETA: 4s - loss: 0.0043
576/6400 [=>............................] - ETA: 4s - loss: 0.0044
704/6400 [==>...........................] - ETA: 3s - loss: 0.0045
832/6400 [==>...........................] - ETA: 3s - loss: 0.0044
960/6400 [===>..........................] - ETA: 3s - loss: 0.0044
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0045
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0046
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0045
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2880/6400 [============>.................] - ETA: 2s - loss: 0.0044
3008/6400 [=============>................] - ETA: 2s - loss: 0.0044
3136/6400 [=============>................] - ETA: 2s - loss: 0.0044
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3648/6400 [================>.............] - ETA: 1s - loss: 0.0044
3776/6400 [================>.............] - ETA: 1s - loss: 0.0044
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0045
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0046
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0046
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0046
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0046
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0046
6208/6400 [============================>.] - ETA: 0s - loss: 0.0046
6336/6400 [============================>.] - ETA: 0s - loss: 0.0046
6400/6400 [==============================] - 5s 716us/sample - loss: 0.0046 - val_loss: 0.0061
Epoch 36/60
64/6400 [..............................] - ETA: 4s - loss: 0.0031
192/6400 [..............................] - ETA: 4s - loss: 0.0041
320/6400 [>.............................] - ETA: 4s - loss: 0.0046
448/6400 [=>............................] - ETA: 4s - loss: 0.0042
576/6400 [=>............................] - ETA: 4s - loss: 0.0043
704/6400 [==>...........................] - ETA: 3s - loss: 0.0044
832/6400 [==>...........................] - ETA: 3s - loss: 0.0044
960/6400 [===>..........................] - ETA: 3s - loss: 0.0046
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0046
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0046
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0046
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0046
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0047
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0047
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0046
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0048
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0047
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2880/6400 [============>.................] - ETA: 2s - loss: 0.0046
3008/6400 [=============>................] - ETA: 2s - loss: 0.0046
3136/6400 [=============>................] - ETA: 2s - loss: 0.0045
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0046
3648/6400 [================>.............] - ETA: 1s - loss: 0.0045
3776/6400 [================>.............] - ETA: 1s - loss: 0.0046
3904/6400 [=================>............] - ETA: 1s - loss: 0.0045
4032/6400 [=================>............] - ETA: 1s - loss: 0.0045
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0045
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0046
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0046
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0045
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6208/6400 [============================>.] - ETA: 0s - loss: 0.0046
6336/6400 [============================>.] - ETA: 0s - loss: 0.0046
6400/6400 [==============================] - 5s 723us/sample - loss: 0.0046 - val_loss: 0.0056
Epoch 37/60
64/6400 [..............................] - ETA: 4s - loss: 0.0053
192/6400 [..............................] - ETA: 4s - loss: 0.0048
320/6400 [>.............................] - ETA: 4s - loss: 0.0055
448/6400 [=>............................] - ETA: 4s - loss: 0.0051
576/6400 [=>............................] - ETA: 4s - loss: 0.0052
704/6400 [==>...........................] - ETA: 4s - loss: 0.0051
832/6400 [==>...........................] - ETA: 4s - loss: 0.0051
960/6400 [===>..........................] - ETA: 3s - loss: 0.0052
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0050
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0050
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0049
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0049
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0049
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0048
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0048
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0048
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0048
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2880/6400 [============>.................] - ETA: 2s - loss: 0.0047
3008/6400 [=============>................] - ETA: 2s - loss: 0.0046
3136/6400 [=============>................] - ETA: 2s - loss: 0.0047
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0047
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0047
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0046
3648/6400 [================>.............] - ETA: 1s - loss: 0.0046
3776/6400 [================>.............] - ETA: 1s - loss: 0.0046
3904/6400 [=================>............] - ETA: 1s - loss: 0.0046
4032/6400 [=================>............] - ETA: 1s - loss: 0.0046
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0045
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0045
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0045
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0045
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6208/6400 [============================>.] - ETA: 0s - loss: 0.0045
6336/6400 [============================>.] - ETA: 0s - loss: 0.0045
6400/6400 [==============================] - 5s 718us/sample - loss: 0.0045 - val_loss: 0.0056
Epoch 38/60
64/6400 [..............................] - ETA: 4s - loss: 0.0048
192/6400 [..............................] - ETA: 4s - loss: 0.0056
320/6400 [>.............................] - ETA: 4s - loss: 0.0048
448/6400 [=>............................] - ETA: 4s - loss: 0.0045
576/6400 [=>............................] - ETA: 4s - loss: 0.0046
704/6400 [==>...........................] - ETA: 4s - loss: 0.0048
832/6400 [==>...........................] - ETA: 3s - loss: 0.0048
960/6400 [===>..........................] - ETA: 3s - loss: 0.0048
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0048
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0048
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0047
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0047
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0046
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0045
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2880/6400 [============>.................] - ETA: 2s - loss: 0.0045
3008/6400 [=============>................] - ETA: 2s - loss: 0.0045
3136/6400 [=============>................] - ETA: 2s - loss: 0.0045
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0045
3648/6400 [================>.............] - ETA: 1s - loss: 0.0045
3776/6400 [================>.............] - ETA: 1s - loss: 0.0045
3904/6400 [=================>............] - ETA: 1s - loss: 0.0045
4032/6400 [=================>............] - ETA: 1s - loss: 0.0045
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0046
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0046
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0045
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0045
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0045
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6208/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 716us/sample - loss: 0.0045 - val_loss: 0.0054
Epoch 39/60
64/6400 [..............................] - ETA: 4s - loss: 0.0034
192/6400 [..............................] - ETA: 4s - loss: 0.0040
320/6400 [>.............................] - ETA: 4s - loss: 0.0043
448/6400 [=>............................] - ETA: 4s - loss: 0.0044
576/6400 [=>............................] - ETA: 4s - loss: 0.0043
704/6400 [==>...........................] - ETA: 4s - loss: 0.0042
832/6400 [==>...........................] - ETA: 3s - loss: 0.0042
960/6400 [===>..........................] - ETA: 3s - loss: 0.0041
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0045
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0047
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0047
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0048
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0047
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0047
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2880/6400 [============>.................] - ETA: 2s - loss: 0.0046
3008/6400 [=============>................] - ETA: 2s - loss: 0.0046
3136/6400 [=============>................] - ETA: 2s - loss: 0.0046
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0047
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0047
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0047
3648/6400 [================>.............] - ETA: 1s - loss: 0.0046
3776/6400 [================>.............] - ETA: 1s - loss: 0.0046
3904/6400 [=================>............] - ETA: 1s - loss: 0.0046
4032/6400 [=================>............] - ETA: 1s - loss: 0.0046
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0045
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0045
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6208/6400 [============================>.] - ETA: 0s - loss: 0.0045
6336/6400 [============================>.] - ETA: 0s - loss: 0.0045
6400/6400 [==============================] - 5s 715us/sample - loss: 0.0045 - val_loss: 0.0057
Epoch 40/60
64/6400 [..............................] - ETA: 4s - loss: 0.0031
192/6400 [..............................] - ETA: 4s - loss: 0.0045
320/6400 [>.............................] - ETA: 4s - loss: 0.0044
448/6400 [=>............................] - ETA: 4s - loss: 0.0040
576/6400 [=>............................] - ETA: 4s - loss: 0.0042
704/6400 [==>...........................] - ETA: 4s - loss: 0.0044
832/6400 [==>...........................] - ETA: 3s - loss: 0.0044
960/6400 [===>..........................] - ETA: 3s - loss: 0.0044
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0044
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2880/6400 [============>.................] - ETA: 2s - loss: 0.0044
3008/6400 [=============>................] - ETA: 2s - loss: 0.0044
3136/6400 [=============>................] - ETA: 2s - loss: 0.0044
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3648/6400 [================>.............] - ETA: 1s - loss: 0.0044
3776/6400 [================>.............] - ETA: 1s - loss: 0.0044
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0044
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0044
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6208/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 715us/sample - loss: 0.0044 - val_loss: 0.0059
Epoch 41/60
64/6400 [..............................] - ETA: 4s - loss: 0.0031
192/6400 [..............................] - ETA: 4s - loss: 0.0033
256/6400 [>.............................] - ETA: 4s - loss: 0.0040
384/6400 [>.............................] - ETA: 4s - loss: 0.0039
512/6400 [=>............................] - ETA: 4s - loss: 0.0044
640/6400 [==>...........................] - ETA: 4s - loss: 0.0045
768/6400 [==>...........................] - ETA: 4s - loss: 0.0045
896/6400 [===>..........................] - ETA: 4s - loss: 0.0047
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0045
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0046
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0046
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0046
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0048
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0047
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0047
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2816/6400 [============>.................] - ETA: 2s - loss: 0.0047
2944/6400 [============>.................] - ETA: 2s - loss: 0.0047
3072/6400 [=============>................] - ETA: 2s - loss: 0.0046
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0045
3584/6400 [===============>..............] - ETA: 1s - loss: 0.0045
3712/6400 [================>.............] - ETA: 1s - loss: 0.0045
3840/6400 [=================>............] - ETA: 1s - loss: 0.0045
3968/6400 [=================>............] - ETA: 1s - loss: 0.0044
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4992/6400 [======================>.......] - ETA: 0s - loss: 0.0043
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6272/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 719us/sample - loss: 0.0044 - val_loss: 0.0060
Epoch 42/60
64/6400 [..............................] - ETA: 4s - loss: 0.0058
192/6400 [..............................] - ETA: 4s - loss: 0.0040
320/6400 [>.............................] - ETA: 4s - loss: 0.0036
448/6400 [=>............................] - ETA: 4s - loss: 0.0042
576/6400 [=>............................] - ETA: 4s - loss: 0.0042
704/6400 [==>...........................] - ETA: 4s - loss: 0.0042
832/6400 [==>...........................] - ETA: 3s - loss: 0.0044
960/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2240/6400 [=========>....................] - ETA: 2s - loss: 0.0045
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2880/6400 [============>.................] - ETA: 2s - loss: 0.0044
3008/6400 [=============>................] - ETA: 2s - loss: 0.0044
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3648/6400 [================>.............] - ETA: 1s - loss: 0.0044
3776/6400 [================>.............] - ETA: 1s - loss: 0.0044
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0044
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0044
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6208/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 717us/sample - loss: 0.0044 - val_loss: 0.0060
Epoch 43/60
64/6400 [..............................] - ETA: 4s - loss: 0.0038
192/6400 [..............................] - ETA: 4s - loss: 0.0039
320/6400 [>.............................] - ETA: 4s - loss: 0.0039
448/6400 [=>............................] - ETA: 4s - loss: 0.0042
576/6400 [=>............................] - ETA: 4s - loss: 0.0045
704/6400 [==>...........................] - ETA: 4s - loss: 0.0045
832/6400 [==>...........................] - ETA: 3s - loss: 0.0045
960/6400 [===>..........................] - ETA: 3s - loss: 0.0044
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0042
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2880/6400 [============>.................] - ETA: 2s - loss: 0.0042
3008/6400 [=============>................] - ETA: 2s - loss: 0.0042
3136/6400 [=============>................] - ETA: 2s - loss: 0.0042
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 2s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0043
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6208/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 739us/sample - loss: 0.0044 - val_loss: 0.0067
Epoch 44/60
64/6400 [..............................] - ETA: 4s - loss: 0.0035
192/6400 [..............................] - ETA: 4s - loss: 0.0041
320/6400 [>.............................] - ETA: 4s - loss: 0.0042
448/6400 [=>............................] - ETA: 4s - loss: 0.0042
576/6400 [=>............................] - ETA: 4s - loss: 0.0042
704/6400 [==>...........................] - ETA: 4s - loss: 0.0042
832/6400 [==>...........................] - ETA: 4s - loss: 0.0044
960/6400 [===>..........................] - ETA: 3s - loss: 0.0044
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2880/6400 [============>.................] - ETA: 2s - loss: 0.0044
3008/6400 [=============>................] - ETA: 2s - loss: 0.0043
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 2s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0044
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0044
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6208/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 739us/sample - loss: 0.0044 - val_loss: 0.0060
Epoch 45/60
64/6400 [..............................] - ETA: 4s - loss: 0.0030
192/6400 [..............................] - ETA: 4s - loss: 0.0036
320/6400 [>.............................] - ETA: 4s - loss: 0.0041
448/6400 [=>............................] - ETA: 4s - loss: 0.0043
576/6400 [=>............................] - ETA: 4s - loss: 0.0044
704/6400 [==>...........................] - ETA: 4s - loss: 0.0045
832/6400 [==>...........................] - ETA: 4s - loss: 0.0042
960/6400 [===>..........................] - ETA: 3s - loss: 0.0042
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0040
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3712/6400 [================>.............] - ETA: 2s - loss: 0.0041
3840/6400 [=================>............] - ETA: 1s - loss: 0.0041
3968/6400 [=================>............] - ETA: 1s - loss: 0.0041
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0041
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6272/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 757us/sample - loss: 0.0044 - val_loss: 0.0062
Epoch 46/60
64/6400 [..............................] - ETA: 4s - loss: 0.0043
192/6400 [..............................] - ETA: 4s - loss: 0.0045
256/6400 [>.............................] - ETA: 4s - loss: 0.0043
384/6400 [>.............................] - ETA: 4s - loss: 0.0044
512/6400 [=>............................] - ETA: 4s - loss: 0.0043
640/6400 [==>...........................] - ETA: 4s - loss: 0.0042
768/6400 [==>...........................] - ETA: 4s - loss: 0.0041
896/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0042
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0043
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2816/6400 [============>.................] - ETA: 2s - loss: 0.0045
2944/6400 [============>.................] - ETA: 2s - loss: 0.0045
3072/6400 [=============>................] - ETA: 2s - loss: 0.0045
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0045
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0045
3712/6400 [================>.............] - ETA: 1s - loss: 0.0045
3840/6400 [=================>............] - ETA: 1s - loss: 0.0045
3968/6400 [=================>............] - ETA: 1s - loss: 0.0044
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0044
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0045
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0045
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6208/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0044 - val_loss: 0.0072
Epoch 47/60
64/6400 [..............................] - ETA: 4s - loss: 0.0029
192/6400 [..............................] - ETA: 4s - loss: 0.0046
320/6400 [>.............................] - ETA: 4s - loss: 0.0040
448/6400 [=>............................] - ETA: 4s - loss: 0.0043
576/6400 [=>............................] - ETA: 4s - loss: 0.0042
704/6400 [==>...........................] - ETA: 4s - loss: 0.0042
832/6400 [==>...........................] - ETA: 4s - loss: 0.0043
896/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0044
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0045
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0045
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2880/6400 [============>.................] - ETA: 2s - loss: 0.0044
3008/6400 [=============>................] - ETA: 2s - loss: 0.0044
3136/6400 [=============>................] - ETA: 2s - loss: 0.0044
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 1s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0043
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0043
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6208/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 739us/sample - loss: 0.0043 - val_loss: 0.0063
Epoch 48/60
64/6400 [..............................] - ETA: 4s - loss: 0.0042
192/6400 [..............................] - ETA: 4s - loss: 0.0048
320/6400 [>.............................] - ETA: 4s - loss: 0.0047
448/6400 [=>............................] - ETA: 4s - loss: 0.0045
576/6400 [=>............................] - ETA: 4s - loss: 0.0046
704/6400 [==>...........................] - ETA: 4s - loss: 0.0044
832/6400 [==>...........................] - ETA: 4s - loss: 0.0042
960/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2880/6400 [============>.................] - ETA: 2s - loss: 0.0044
3008/6400 [=============>................] - ETA: 2s - loss: 0.0044
3136/6400 [=============>................] - ETA: 2s - loss: 0.0044
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 1s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0043
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0043
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6272/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 739us/sample - loss: 0.0044 - val_loss: 0.0055
Epoch 49/60
64/6400 [..............................] - ETA: 4s - loss: 0.0043
192/6400 [..............................] - ETA: 4s - loss: 0.0047
256/6400 [>.............................] - ETA: 4s - loss: 0.0044
384/6400 [>.............................] - ETA: 4s - loss: 0.0046
512/6400 [=>............................] - ETA: 4s - loss: 0.0048
640/6400 [==>...........................] - ETA: 4s - loss: 0.0045
768/6400 [==>...........................] - ETA: 4s - loss: 0.0043
896/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0041
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0042
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0042
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0042
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2816/6400 [============>.................] - ETA: 2s - loss: 0.0042
2944/6400 [============>.................] - ETA: 2s - loss: 0.0042
3072/6400 [=============>................] - ETA: 2s - loss: 0.0041
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3712/6400 [================>.............] - ETA: 1s - loss: 0.0042
3840/6400 [=================>............] - ETA: 1s - loss: 0.0042
3968/6400 [=================>............] - ETA: 1s - loss: 0.0042
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0044
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6272/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 740us/sample - loss: 0.0044 - val_loss: 0.0056
Epoch 50/60
64/6400 [..............................] - ETA: 4s - loss: 0.0036
192/6400 [..............................] - ETA: 4s - loss: 0.0035
320/6400 [>.............................] - ETA: 4s - loss: 0.0039
448/6400 [=>............................] - ETA: 4s - loss: 0.0039
576/6400 [=>............................] - ETA: 4s - loss: 0.0042
704/6400 [==>...........................] - ETA: 4s - loss: 0.0042
832/6400 [==>...........................] - ETA: 4s - loss: 0.0043
960/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0042
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0042
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2880/6400 [============>.................] - ETA: 2s - loss: 0.0043
3008/6400 [=============>................] - ETA: 2s - loss: 0.0043
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3648/6400 [================>.............] - ETA: 1s - loss: 0.0044
3776/6400 [================>.............] - ETA: 1s - loss: 0.0044
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0044
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6272/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 739us/sample - loss: 0.0043 - val_loss: 0.0060
Epoch 51/60
64/6400 [..............................] - ETA: 4s - loss: 0.0034
192/6400 [..............................] - ETA: 4s - loss: 0.0033
320/6400 [>.............................] - ETA: 4s - loss: 0.0034
448/6400 [=>............................] - ETA: 4s - loss: 0.0038
576/6400 [=>............................] - ETA: 4s - loss: 0.0036
704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
960/6400 [===>..........................] - ETA: 3s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2880/6400 [============>.................] - ETA: 2s - loss: 0.0044
3008/6400 [=============>................] - ETA: 2s - loss: 0.0044
3136/6400 [=============>................] - ETA: 2s - loss: 0.0044
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3648/6400 [================>.............] - ETA: 1s - loss: 0.0044
3776/6400 [================>.............] - ETA: 1s - loss: 0.0044
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0044
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0043
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6208/6400 [============================>.] - ETA: 0s - loss: 0.0043
6336/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 740us/sample - loss: 0.0043 - val_loss: 0.0066
Epoch 52/60
64/6400 [..............................] - ETA: 4s - loss: 0.0057
192/6400 [..............................] - ETA: 4s - loss: 0.0048
256/6400 [>.............................] - ETA: 4s - loss: 0.0044
384/6400 [>.............................] - ETA: 4s - loss: 0.0045
512/6400 [=>............................] - ETA: 4s - loss: 0.0045
640/6400 [==>...........................] - ETA: 4s - loss: 0.0044
768/6400 [==>...........................] - ETA: 4s - loss: 0.0047
896/6400 [===>..........................] - ETA: 4s - loss: 0.0047
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0044
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0046
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2816/6400 [============>.................] - ETA: 2s - loss: 0.0045
2944/6400 [============>.................] - ETA: 2s - loss: 0.0044
3072/6400 [=============>................] - ETA: 2s - loss: 0.0044
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3712/6400 [================>.............] - ETA: 1s - loss: 0.0043
3840/6400 [=================>............] - ETA: 1s - loss: 0.0043
3968/6400 [=================>............] - ETA: 1s - loss: 0.0043
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6208/6400 [============================>.] - ETA: 0s - loss: 0.0043
6336/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 744us/sample - loss: 0.0043 - val_loss: 0.0060
Epoch 53/60
64/6400 [..............................] - ETA: 4s - loss: 0.0049
192/6400 [..............................] - ETA: 4s - loss: 0.0043
320/6400 [>.............................] - ETA: 4s - loss: 0.0042
448/6400 [=>............................] - ETA: 4s - loss: 0.0042
576/6400 [=>............................] - ETA: 4s - loss: 0.0044
704/6400 [==>...........................] - ETA: 4s - loss: 0.0043
832/6400 [==>...........................] - ETA: 4s - loss: 0.0044
960/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0042
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2880/6400 [============>.................] - ETA: 2s - loss: 0.0042
3008/6400 [=============>................] - ETA: 2s - loss: 0.0043
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 2s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0043
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0043
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6208/6400 [============================>.] - ETA: 0s - loss: 0.0043
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 744us/sample - loss: 0.0044 - val_loss: 0.0066
Epoch 54/60
64/6400 [..............................] - ETA: 4s - loss: 0.0051
192/6400 [..............................] - ETA: 4s - loss: 0.0038
256/6400 [>.............................] - ETA: 4s - loss: 0.0039
384/6400 [>.............................] - ETA: 4s - loss: 0.0041
512/6400 [=>............................] - ETA: 4s - loss: 0.0039
640/6400 [==>...........................] - ETA: 4s - loss: 0.0038
768/6400 [==>...........................] - ETA: 4s - loss: 0.0041
896/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0043
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2816/6400 [============>.................] - ETA: 2s - loss: 0.0042
2944/6400 [============>.................] - ETA: 2s - loss: 0.0042
3072/6400 [=============>................] - ETA: 2s - loss: 0.0041
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3712/6400 [================>.............] - ETA: 1s - loss: 0.0042
3840/6400 [=================>............] - ETA: 1s - loss: 0.0042
3968/6400 [=================>............] - ETA: 1s - loss: 0.0043
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6272/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 740us/sample - loss: 0.0043 - val_loss: 0.0056
Epoch 55/60
64/6400 [..............................] - ETA: 4s - loss: 0.0032
192/6400 [..............................] - ETA: 4s - loss: 0.0034
256/6400 [>.............................] - ETA: 4s - loss: 0.0034
384/6400 [>.............................] - ETA: 4s - loss: 0.0039
512/6400 [=>............................] - ETA: 4s - loss: 0.0039
640/6400 [==>...........................] - ETA: 4s - loss: 0.0040
768/6400 [==>...........................] - ETA: 4s - loss: 0.0039
896/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0039
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0040
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0040
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0040
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3648/6400 [================>.............] - ETA: 2s - loss: 0.0041
3776/6400 [================>.............] - ETA: 1s - loss: 0.0041
3904/6400 [=================>............] - ETA: 1s - loss: 0.0041
4032/6400 [=================>............] - ETA: 1s - loss: 0.0041
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0041
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0042
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0042
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0042
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6208/6400 [============================>.] - ETA: 0s - loss: 0.0042
6336/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 740us/sample - loss: 0.0042 - val_loss: 0.0058
Epoch 56/60
64/6400 [..............................] - ETA: 4s - loss: 0.0036
192/6400 [..............................] - ETA: 4s - loss: 0.0036
320/6400 [>.............................] - ETA: 4s - loss: 0.0043
448/6400 [=>............................] - ETA: 4s - loss: 0.0046
576/6400 [=>............................] - ETA: 4s - loss: 0.0045
704/6400 [==>...........................] - ETA: 4s - loss: 0.0045
832/6400 [==>...........................] - ETA: 4s - loss: 0.0044
960/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0041
3136/6400 [=============>................] - ETA: 2s - loss: 0.0040
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3648/6400 [================>.............] - ETA: 2s - loss: 0.0041
3776/6400 [================>.............] - ETA: 1s - loss: 0.0041
3904/6400 [=================>............] - ETA: 1s - loss: 0.0041
4032/6400 [=================>............] - ETA: 1s - loss: 0.0041
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0043
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0042
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6208/6400 [============================>.] - ETA: 0s - loss: 0.0043
6336/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 741us/sample - loss: 0.0043 - val_loss: 0.0061
Epoch 57/60
64/6400 [..............................] - ETA: 4s - loss: 0.0028
192/6400 [..............................] - ETA: 4s - loss: 0.0040
320/6400 [>.............................] - ETA: 4s - loss: 0.0043
448/6400 [=>............................] - ETA: 4s - loss: 0.0043
576/6400 [=>............................] - ETA: 4s - loss: 0.0041
704/6400 [==>...........................] - ETA: 4s - loss: 0.0044
832/6400 [==>...........................] - ETA: 4s - loss: 0.0044
960/6400 [===>..........................] - ETA: 4s - loss: 0.0044
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2880/6400 [============>.................] - ETA: 2s - loss: 0.0043
3008/6400 [=============>................] - ETA: 2s - loss: 0.0043
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 2s - loss: 0.0042
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0042
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0043
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6208/6400 [============================>.] - ETA: 0s - loss: 0.0043
6336/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 743us/sample - loss: 0.0043 - val_loss: 0.0065
Epoch 58/60
64/6400 [..............................] - ETA: 4s - loss: 0.0029
192/6400 [..............................] - ETA: 4s - loss: 0.0033
320/6400 [>.............................] - ETA: 4s - loss: 0.0040
448/6400 [=>............................] - ETA: 4s - loss: 0.0038
576/6400 [=>............................] - ETA: 4s - loss: 0.0040
704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
832/6400 [==>...........................] - ETA: 4s - loss: 0.0041
960/6400 [===>..........................] - ETA: 3s - loss: 0.0042
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0042
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0042
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2880/6400 [============>.................] - ETA: 2s - loss: 0.0042
3008/6400 [=============>................] - ETA: 2s - loss: 0.0042
3136/6400 [=============>................] - ETA: 2s - loss: 0.0042
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 1s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0043
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0042
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6208/6400 [============================>.] - ETA: 0s - loss: 0.0043
6336/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 739us/sample - loss: 0.0042 - val_loss: 0.0076
Epoch 59/60
64/6400 [..............................] - ETA: 4s - loss: 0.0031
192/6400 [..............................] - ETA: 4s - loss: 0.0047
320/6400 [>.............................] - ETA: 4s - loss: 0.0042
448/6400 [=>............................] - ETA: 4s - loss: 0.0042
576/6400 [=>............................] - ETA: 4s - loss: 0.0047
704/6400 [==>...........................] - ETA: 4s - loss: 0.0044
832/6400 [==>...........................] - ETA: 4s - loss: 0.0043
960/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2880/6400 [============>.................] - ETA: 2s - loss: 0.0043
3008/6400 [=============>................] - ETA: 2s - loss: 0.0043
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3648/6400 [================>.............] - ETA: 2s - loss: 0.0042
3776/6400 [================>.............] - ETA: 1s - loss: 0.0042
3904/6400 [=================>............] - ETA: 1s - loss: 0.0042
4032/6400 [=================>............] - ETA: 1s - loss: 0.0042
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0042
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0042
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0042
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6208/6400 [============================>.] - ETA: 0s - loss: 0.0042
6336/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 744us/sample - loss: 0.0042 - val_loss: 0.0067
Epoch 60/60
64/6400 [..............................] - ETA: 4s - loss: 0.0028
192/6400 [..............................] - ETA: 4s - loss: 0.0044
256/6400 [>.............................] - ETA: 4s - loss: 0.0046
384/6400 [>.............................] - ETA: 4s - loss: 0.0043
512/6400 [=>............................] - ETA: 4s - loss: 0.0042
640/6400 [==>...........................] - ETA: 4s - loss: 0.0043
768/6400 [==>...........................] - ETA: 4s - loss: 0.0042
896/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0043
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0045
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2304/6400 [=========>....................] - ETA: 2s - loss: 0.0043
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2816/6400 [============>.................] - ETA: 2s - loss: 0.0043
2944/6400 [============>.................] - ETA: 2s - loss: 0.0043
3072/6400 [=============>................] - ETA: 2s - loss: 0.0043
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3712/6400 [================>.............] - ETA: 1s - loss: 0.0044
3840/6400 [=================>............] - ETA: 1s - loss: 0.0044
3968/6400 [=================>............] - ETA: 1s - loss: 0.0044
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0042
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0042
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6272/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 743us/sample - loss: 0.0042 - val_loss: 0.0074
6400/6400 [==============================] - 5s 743us/sample - loss: 0.0042 - val_loss: 0.0074 compile(
loss = 'mse',
optimizer = 'adam'
) %>%
fit(
epochs = epochs,
batch_size = batch_size,
x = train_X,
y = train_y,
validation_split = (2 / 111)
# validation_data = c(test_X, test_y)
)Train on 6976 samples, validate on 128 samples
Epoch 1/60
64/6976 [..............................] - ETA: 5:47 - loss: 0.0049
128/6976 [..............................] - ETA: 2:54 - loss: 0.0048
192/6976 [..............................] - ETA: 1:57 - loss: 0.0045
256/6976 [>.............................] - ETA: 1:28 - loss: 0.0042
384/6976 [>.............................] - ETA: 59s - loss: 0.0043
512/6976 [=>............................] - ETA: 45s - loss: 0.0040
640/6976 [=>............................] - ETA: 36s - loss: 0.0041
768/6976 [==>...........................] - ETA: 30s - loss: 0.0040
896/6976 [==>...........................] - ETA: 26s - loss: 0.0041
1024/6976 [===>..........................] - ETA: 22s - loss: 0.0042
1152/6976 [===>..........................] - ETA: 20s - loss: 0.0043
1280/6976 [====>.........................] - ETA: 18s - loss: 0.0043
1408/6976 [=====>........................] - ETA: 16s - loss: 0.0044
1536/6976 [=====>........................] - ETA: 15s - loss: 0.0045
1664/6976 [======>.......................] - ETA: 14s - loss: 0.0045
1792/6976 [======>.......................] - ETA: 13s - loss: 0.0045
1920/6976 [=======>......................] - ETA: 12s - loss: 0.0045
2048/6976 [=======>......................] - ETA: 11s - loss: 0.0044
2176/6976 [========>.....................] - ETA: 10s - loss: 0.0045
2304/6976 [========>.....................] - ETA: 9s - loss: 0.0045
2432/6976 [=========>....................] - ETA: 9s - loss: 0.0044
2560/6976 [==========>...................] - ETA: 8s - loss: 0.0045
2688/6976 [==========>...................] - ETA: 8s - loss: 0.0045
2816/6976 [===========>..................] - ETA: 7s - loss: 0.0046
2944/6976 [===========>..................] - ETA: 7s - loss: 0.0046
3072/6976 [============>.................] - ETA: 6s - loss: 0.0045
3200/6976 [============>.................] - ETA: 6s - loss: 0.0046
3328/6976 [=============>................] - ETA: 6s - loss: 0.0046
3456/6976 [=============>................] - ETA: 5s - loss: 0.0046
3520/6976 [==============>...............] - ETA: 5s - loss: 0.0046
3648/6976 [==============>...............] - ETA: 5s - loss: 0.0045
3776/6976 [===============>..............] - ETA: 5s - loss: 0.0045
3904/6976 [===============>..............] - ETA: 4s - loss: 0.0045
4032/6976 [================>.............] - ETA: 4s - loss: 0.0045
4160/6976 [================>.............] - ETA: 4s - loss: 0.0045
4288/6976 [=================>............] - ETA: 4s - loss: 0.0045
4416/6976 [=================>............] - ETA: 3s - loss: 0.0045
4544/6976 [==================>...........] - ETA: 3s - loss: 0.0045
4672/6976 [===================>..........] - ETA: 3s - loss: 0.0045
4800/6976 [===================>..........] - ETA: 3s - loss: 0.0045
4928/6976 [====================>.........] - ETA: 2s - loss: 0.0045
5056/6976 [====================>.........] - ETA: 2s - loss: 0.0045
5184/6976 [=====================>........] - ETA: 2s - loss: 0.0045
5312/6976 [=====================>........] - ETA: 2s - loss: 0.0045
5440/6976 [======================>.......] - ETA: 2s - loss: 0.0046
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0046
5696/6976 [=======================>......] - ETA: 1s - loss: 0.0046
5824/6976 [========================>.....] - ETA: 1s - loss: 0.0046
5952/6976 [========================>.....] - ETA: 1s - loss: 0.0046
6080/6976 [=========================>....] - ETA: 1s - loss: 0.0046
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0046
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0047
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0047
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0047
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0047
6848/6976 [============================>.] - ETA: 0s - loss: 0.0047
6976/6976 [==============================] - 9s 1ms/sample - loss: 0.0046 - val_loss: 0.0024
Epoch 2/60
64/6976 [..............................] - ETA: 4s - loss: 0.0045
192/6976 [..............................] - ETA: 5s - loss: 0.0049
320/6976 [>.............................] - ETA: 5s - loss: 0.0042
448/6976 [>.............................] - ETA: 4s - loss: 0.0043
576/6976 [=>............................] - ETA: 4s - loss: 0.0041
704/6976 [==>...........................] - ETA: 4s - loss: 0.0043
832/6976 [==>...........................] - ETA: 4s - loss: 0.0043
960/6976 [===>..........................] - ETA: 4s - loss: 0.0046
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0046
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0046
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0047
1472/6976 [=====>........................] - ETA: 3s - loss: 0.0046
1600/6976 [=====>........................] - ETA: 3s - loss: 0.0046
1728/6976 [======>.......................] - ETA: 3s - loss: 0.0045
1856/6976 [======>.......................] - ETA: 3s - loss: 0.0045
1984/6976 [=======>......................] - ETA: 3s - loss: 0.0045
2112/6976 [========>.....................] - ETA: 3s - loss: 0.0045
2240/6976 [========>.....................] - ETA: 3s - loss: 0.0045
2368/6976 [=========>....................] - ETA: 3s - loss: 0.0045
2496/6976 [=========>....................] - ETA: 3s - loss: 0.0046
2624/6976 [==========>...................] - ETA: 3s - loss: 0.0045
2752/6976 [==========>...................] - ETA: 3s - loss: 0.0045
2880/6976 [===========>..................] - ETA: 2s - loss: 0.0045
3008/6976 [===========>..................] - ETA: 2s - loss: 0.0045
3136/6976 [============>.................] - ETA: 2s - loss: 0.0045
3264/6976 [=============>................] - ETA: 2s - loss: 0.0045
3392/6976 [=============>................] - ETA: 2s - loss: 0.0045
3520/6976 [==============>...............] - ETA: 2s - loss: 0.0045
3648/6976 [==============>...............] - ETA: 2s - loss: 0.0045
3776/6976 [===============>..............] - ETA: 2s - loss: 0.0046
3904/6976 [===============>..............] - ETA: 2s - loss: 0.0046
4032/6976 [================>.............] - ETA: 2s - loss: 0.0046
4160/6976 [================>.............] - ETA: 2s - loss: 0.0046
4288/6976 [=================>............] - ETA: 1s - loss: 0.0046
4416/6976 [=================>............] - ETA: 1s - loss: 0.0046
4544/6976 [==================>...........] - ETA: 1s - loss: 0.0047
4672/6976 [===================>..........] - ETA: 1s - loss: 0.0046
4800/6976 [===================>..........] - ETA: 1s - loss: 0.0047
4928/6976 [====================>.........] - ETA: 1s - loss: 0.0047
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0046
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0046
5312/6976 [=====================>........] - ETA: 1s - loss: 0.0046
5440/6976 [======================>.......] - ETA: 1s - loss: 0.0047
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0047
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0047
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0046
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0046
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0046
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0046
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0046
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0046
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0046
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0046
6848/6976 [============================>.] - ETA: 0s - loss: 0.0046
6976/6976 [==============================] - 5s 719us/sample - loss: 0.0046 - val_loss: 0.0021
Epoch 3/60
64/6976 [..............................] - ETA: 4s - loss: 0.0030
192/6976 [..............................] - ETA: 5s - loss: 0.0033
320/6976 [>.............................] - ETA: 4s - loss: 0.0035
448/6976 [>.............................] - ETA: 4s - loss: 0.0036
576/6976 [=>............................] - ETA: 4s - loss: 0.0039
704/6976 [==>...........................] - ETA: 4s - loss: 0.0040
832/6976 [==>...........................] - ETA: 4s - loss: 0.0042
960/6976 [===>..........................] - ETA: 4s - loss: 0.0042
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0042
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0041
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0042
1472/6976 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6976 [=====>........................] - ETA: 3s - loss: 0.0043
1728/6976 [======>.......................] - ETA: 3s - loss: 0.0043
1856/6976 [======>.......................] - ETA: 3s - loss: 0.0044
1984/6976 [=======>......................] - ETA: 3s - loss: 0.0044
2048/6976 [=======>......................] - ETA: 3s - loss: 0.0043
2112/6976 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6976 [========>.....................] - ETA: 3s - loss: 0.0043
2368/6976 [=========>....................] - ETA: 3s - loss: 0.0044
2496/6976 [=========>....................] - ETA: 3s - loss: 0.0044
2624/6976 [==========>...................] - ETA: 3s - loss: 0.0044
2752/6976 [==========>...................] - ETA: 3s - loss: 0.0044
2880/6976 [===========>..................] - ETA: 3s - loss: 0.0044
3008/6976 [===========>..................] - ETA: 2s - loss: 0.0044
3136/6976 [============>.................] - ETA: 2s - loss: 0.0044
3264/6976 [=============>................] - ETA: 2s - loss: 0.0044
3392/6976 [=============>................] - ETA: 2s - loss: 0.0045
3520/6976 [==============>...............] - ETA: 2s - loss: 0.0045
3648/6976 [==============>...............] - ETA: 2s - loss: 0.0044
3776/6976 [===============>..............] - ETA: 2s - loss: 0.0044
3904/6976 [===============>..............] - ETA: 2s - loss: 0.0044
4032/6976 [================>.............] - ETA: 2s - loss: 0.0045
4160/6976 [================>.............] - ETA: 2s - loss: 0.0045
4288/6976 [=================>............] - ETA: 1s - loss: 0.0045
4416/6976 [=================>............] - ETA: 1s - loss: 0.0045
4544/6976 [==================>...........] - ETA: 1s - loss: 0.0045
4672/6976 [===================>..........] - ETA: 1s - loss: 0.0046
4800/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4928/6976 [====================>.........] - ETA: 1s - loss: 0.0045
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0046
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0046
5312/6976 [=====================>........] - ETA: 1s - loss: 0.0046
5440/6976 [======================>.......] - ETA: 1s - loss: 0.0046
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0046
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0046
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0046
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0046
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0046
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0046
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0046
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0046
6528/6976 [===========================>..] - ETA: 0s - loss: 0.0046
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0046
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0046
6848/6976 [============================>.] - ETA: 0s - loss: 0.0046
6976/6976 [==============================] - 5s 734us/sample - loss: 0.0046 - val_loss: 0.0026
Epoch 4/60
64/6976 [..............................] - ETA: 4s - loss: 0.0037
192/6976 [..............................] - ETA: 5s - loss: 0.0040
320/6976 [>.............................] - ETA: 4s - loss: 0.0039
448/6976 [>.............................] - ETA: 4s - loss: 0.0041
576/6976 [=>............................] - ETA: 4s - loss: 0.0040
704/6976 [==>...........................] - ETA: 4s - loss: 0.0040
832/6976 [==>...........................] - ETA: 4s - loss: 0.0041
960/6976 [===>..........................] - ETA: 4s - loss: 0.0042
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0043
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0044
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0043
1472/6976 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6976 [=====>........................] - ETA: 3s - loss: 0.0043
1728/6976 [======>.......................] - ETA: 3s - loss: 0.0043
1856/6976 [======>.......................] - ETA: 3s - loss: 0.0043
1984/6976 [=======>......................] - ETA: 3s - loss: 0.0043
2112/6976 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6976 [========>.....................] - ETA: 3s - loss: 0.0044
2368/6976 [=========>....................] - ETA: 3s - loss: 0.0044
2496/6976 [=========>....................] - ETA: 3s - loss: 0.0044
2624/6976 [==========>...................] - ETA: 3s - loss: 0.0045
2752/6976 [==========>...................] - ETA: 3s - loss: 0.0045
2880/6976 [===========>..................] - ETA: 2s - loss: 0.0045
3008/6976 [===========>..................] - ETA: 2s - loss: 0.0045
3136/6976 [============>.................] - ETA: 2s - loss: 0.0045
3264/6976 [=============>................] - ETA: 2s - loss: 0.0045
3392/6976 [=============>................] - ETA: 2s - loss: 0.0046
3520/6976 [==============>...............] - ETA: 2s - loss: 0.0045
3648/6976 [==============>...............] - ETA: 2s - loss: 0.0046
3776/6976 [===============>..............] - ETA: 2s - loss: 0.0046
3904/6976 [===============>..............] - ETA: 2s - loss: 0.0046
4032/6976 [================>.............] - ETA: 2s - loss: 0.0046
4160/6976 [================>.............] - ETA: 2s - loss: 0.0046
4288/6976 [=================>............] - ETA: 1s - loss: 0.0047
4416/6976 [=================>............] - ETA: 1s - loss: 0.0046
4544/6976 [==================>...........] - ETA: 1s - loss: 0.0046
4672/6976 [===================>..........] - ETA: 1s - loss: 0.0046
4800/6976 [===================>..........] - ETA: 1s - loss: 0.0046
4928/6976 [====================>.........] - ETA: 1s - loss: 0.0046
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0046
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0046
5312/6976 [=====================>........] - ETA: 1s - loss: 0.0046
5440/6976 [======================>.......] - ETA: 1s - loss: 0.0046
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0046
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0046
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0046
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0046
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0046
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0046
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0046
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0046
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0045
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0045
6848/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 724us/sample - loss: 0.0045 - val_loss: 0.0023
Epoch 5/60
64/6976 [..............................] - ETA: 5s - loss: 0.0039
192/6976 [..............................] - ETA: 5s - loss: 0.0042
320/6976 [>.............................] - ETA: 4s - loss: 0.0043
448/6976 [>.............................] - ETA: 4s - loss: 0.0042
576/6976 [=>............................] - ETA: 4s - loss: 0.0040
704/6976 [==>...........................] - ETA: 4s - loss: 0.0040
832/6976 [==>...........................] - ETA: 4s - loss: 0.0041
960/6976 [===>..........................] - ETA: 4s - loss: 0.0041
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0045
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0045
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0045
1472/6976 [=====>........................] - ETA: 3s - loss: 0.0044
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0046
6976/6976 [==============================] - 5s 737us/sample - loss: 0.0046 - val_loss: 0.0026
Epoch 6/60
64/6976 [..............................] - ETA: 4s - loss: 0.0052
192/6976 [..............................] - ETA: 5s - loss: 0.0046
320/6976 [>.............................] - ETA: 5s - loss: 0.0046
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0046
6976/6976 [==============================] - 5s 722us/sample - loss: 0.0045 - val_loss: 0.0025
Epoch 7/60
64/6976 [..............................] - ETA: 5s - loss: 0.0034
192/6976 [..............................] - ETA: 5s - loss: 0.0040
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 735us/sample - loss: 0.0045 - val_loss: 0.0024
Epoch 8/60
64/6976 [..............................] - ETA: 5s - loss: 0.0042
192/6976 [..............................] - ETA: 5s - loss: 0.0038
320/6976 [>.............................] - ETA: 5s - loss: 0.0039
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0046
6976/6976 [==============================] - 5s 728us/sample - loss: 0.0046 - val_loss: 0.0022
Epoch 9/60
64/6976 [..............................] - ETA: 4s - loss: 0.0056
192/6976 [..............................] - ETA: 5s - loss: 0.0049
320/6976 [>.............................] - ETA: 4s - loss: 0.0047
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 723us/sample - loss: 0.0045 - val_loss: 0.0024
Epoch 10/60
64/6976 [..............................] - ETA: 5s - loss: 0.0028
192/6976 [..............................] - ETA: 5s - loss: 0.0037
320/6976 [>.............................] - ETA: 5s - loss: 0.0037
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6784/6976 [============================>.] - ETA: 0s - loss: 0.0045
6912/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 750us/sample - loss: 0.0045 - val_loss: 0.0024
Epoch 11/60
64/6976 [..............................] - ETA: 5s - loss: 0.0042
192/6976 [..............................] - ETA: 5s - loss: 0.0058
320/6976 [>.............................] - ETA: 4s - loss: 0.0053
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 730us/sample - loss: 0.0045 - val_loss: 0.0023
Epoch 12/60
64/6976 [..............................] - ETA: 5s - loss: 0.0039
192/6976 [..............................] - ETA: 5s - loss: 0.0042
320/6976 [>.............................] - ETA: 5s - loss: 0.0042
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 731us/sample - loss: 0.0045 - val_loss: 0.0023
Epoch 13/60
64/6976 [..............................] - ETA: 4s - loss: 0.0041
192/6976 [..............................] - ETA: 5s - loss: 0.0043
256/6976 [>.............................] - ETA: 5s - loss: 0.0046
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640/6976 [=>............................] - ETA: 4s - loss: 0.0042
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896/6976 [==>...........................] - ETA: 4s - loss: 0.0041
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0041
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 731us/sample - loss: 0.0045 - val_loss: 0.0024
Epoch 14/60
64/6976 [..............................] - ETA: 5s - loss: 0.0033
192/6976 [..............................] - ETA: 5s - loss: 0.0037
256/6976 [>.............................] - ETA: 5s - loss: 0.0037
320/6976 [>.............................] - ETA: 5s - loss: 0.0041
448/6976 [>.............................] - ETA: 4s - loss: 0.0039
576/6976 [=>............................] - ETA: 4s - loss: 0.0041
704/6976 [==>...........................] - ETA: 4s - loss: 0.0040
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 731us/sample - loss: 0.0045 - val_loss: 0.0025
Epoch 15/60
64/6976 [..............................] - ETA: 5s - loss: 0.0051
192/6976 [..............................] - ETA: 5s - loss: 0.0045
256/6976 [>.............................] - ETA: 5s - loss: 0.0042
384/6976 [>.............................] - ETA: 5s - loss: 0.0044
512/6976 [=>............................] - ETA: 4s - loss: 0.0046
640/6976 [=>............................] - ETA: 4s - loss: 0.0044
768/6976 [==>...........................] - ETA: 4s - loss: 0.0044
896/6976 [==>...........................] - ETA: 4s - loss: 0.0044
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0045
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0044
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0045
6976/6976 [==============================] - 5s 733us/sample - loss: 0.0045 - val_loss: 0.0022
Epoch 16/60
64/6976 [..............................] - ETA: 5s - loss: 0.0032
192/6976 [..............................] - ETA: 5s - loss: 0.0044
320/6976 [>.............................] - ETA: 5s - loss: 0.0042
448/6976 [>.............................] - ETA: 4s - loss: 0.0047
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704/6976 [==>...........................] - ETA: 4s - loss: 0.0044
832/6976 [==>...........................] - ETA: 4s - loss: 0.0044
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 730us/sample - loss: 0.0044 - val_loss: 0.0021
Epoch 17/60
64/6976 [..............................] - ETA: 5s - loss: 0.0037
192/6976 [..............................] - ETA: 5s - loss: 0.0041
320/6976 [>.............................] - ETA: 4s - loss: 0.0046
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 734us/sample - loss: 0.0045 - val_loss: 0.0023
Epoch 18/60
64/6976 [..............................] - ETA: 5s - loss: 0.0082
192/6976 [..............................] - ETA: 5s - loss: 0.0054
320/6976 [>.............................] - ETA: 5s - loss: 0.0054
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 731us/sample - loss: 0.0045 - val_loss: 0.0022
Epoch 19/60
64/6976 [..............................] - ETA: 5s - loss: 0.0039
192/6976 [..............................] - ETA: 5s - loss: 0.0039
256/6976 [>.............................] - ETA: 5s - loss: 0.0039
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512/6976 [=>............................] - ETA: 4s - loss: 0.0045
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768/6976 [==>...........................] - ETA: 4s - loss: 0.0046
896/6976 [==>...........................] - ETA: 4s - loss: 0.0046
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6784/6976 [============================>.] - ETA: 0s - loss: 0.0044
6912/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 748us/sample - loss: 0.0044 - val_loss: 0.0023
Epoch 20/60
64/6976 [..............................] - ETA: 5s - loss: 0.0051
192/6976 [..............................] - ETA: 5s - loss: 0.0043
320/6976 [>.............................] - ETA: 5s - loss: 0.0044
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576/6976 [=>............................] - ETA: 4s - loss: 0.0043
704/6976 [==>...........................] - ETA: 4s - loss: 0.0042
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 745us/sample - loss: 0.0044 - val_loss: 0.0022
Epoch 21/60
64/6976 [..............................] - ETA: 5s - loss: 0.0049
192/6976 [..............................] - ETA: 5s - loss: 0.0045
320/6976 [>.............................] - ETA: 4s - loss: 0.0051
448/6976 [>.............................] - ETA: 4s - loss: 0.0048
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 729us/sample - loss: 0.0045 - val_loss: 0.0024
Epoch 22/60
64/6976 [..............................] - ETA: 4s - loss: 0.0042
192/6976 [..............................] - ETA: 5s - loss: 0.0039
320/6976 [>.............................] - ETA: 4s - loss: 0.0039
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 737us/sample - loss: 0.0044 - val_loss: 0.0026
Epoch 23/60
64/6976 [..............................] - ETA: 5s - loss: 0.0038
192/6976 [..............................] - ETA: 5s - loss: 0.0034
320/6976 [>.............................] - ETA: 4s - loss: 0.0038
448/6976 [>.............................] - ETA: 4s - loss: 0.0042
576/6976 [=>............................] - ETA: 4s - loss: 0.0041
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 730us/sample - loss: 0.0044 - val_loss: 0.0023
Epoch 24/60
64/6976 [..............................] - ETA: 4s - loss: 0.0039
192/6976 [..............................] - ETA: 5s - loss: 0.0041
256/6976 [>.............................] - ETA: 5s - loss: 0.0042
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896/6976 [==>...........................] - ETA: 4s - loss: 0.0042
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0044
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 754us/sample - loss: 0.0044 - val_loss: 0.0024
Epoch 25/60
64/6976 [..............................] - ETA: 5s - loss: 0.0043
128/6976 [..............................] - ETA: 6s - loss: 0.0039
256/6976 [>.............................] - ETA: 5s - loss: 0.0039
384/6976 [>.............................] - ETA: 5s - loss: 0.0044
512/6976 [=>............................] - ETA: 5s - loss: 0.0046
640/6976 [=>............................] - ETA: 5s - loss: 0.0049
768/6976 [==>...........................] - ETA: 4s - loss: 0.0047
896/6976 [==>...........................] - ETA: 4s - loss: 0.0046
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0045
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6592/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 754us/sample - loss: 0.0044 - val_loss: 0.0022
Epoch 26/60
64/6976 [..............................] - ETA: 5s - loss: 0.0039
192/6976 [..............................] - ETA: 5s - loss: 0.0038
320/6976 [>.............................] - ETA: 4s - loss: 0.0040
448/6976 [>.............................] - ETA: 4s - loss: 0.0040
576/6976 [=>............................] - ETA: 4s - loss: 0.0039
704/6976 [==>...........................] - ETA: 4s - loss: 0.0041
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5952/6976 [========================>.....] - ETA: 0s - loss: 0.0045
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0045
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6592/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 737us/sample - loss: 0.0044 - val_loss: 0.0023
Epoch 27/60
64/6976 [..............................] - ETA: 4s - loss: 0.0043
192/6976 [..............................] - ETA: 5s - loss: 0.0052
320/6976 [>.............................] - ETA: 5s - loss: 0.0049
448/6976 [>.............................] - ETA: 4s - loss: 0.0046
576/6976 [=>............................] - ETA: 4s - loss: 0.0046
704/6976 [==>...........................] - ETA: 4s - loss: 0.0049
832/6976 [==>...........................] - ETA: 4s - loss: 0.0048
960/6976 [===>..........................] - ETA: 4s - loss: 0.0047
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5952/6976 [========================>.....] - ETA: 0s - loss: 0.0045
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0045
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6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 742us/sample - loss: 0.0044 - val_loss: 0.0024
Epoch 28/60
64/6976 [..............................] - ETA: 5s - loss: 0.0038
192/6976 [..............................] - ETA: 5s - loss: 0.0042
256/6976 [>.............................] - ETA: 5s - loss: 0.0040
384/6976 [>.............................] - ETA: 4s - loss: 0.0038
512/6976 [=>............................] - ETA: 4s - loss: 0.0039
640/6976 [=>............................] - ETA: 4s - loss: 0.0039
768/6976 [==>...........................] - ETA: 4s - loss: 0.0041
896/6976 [==>...........................] - ETA: 4s - loss: 0.0041
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0041
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6784/6976 [============================>.] - ETA: 0s - loss: 0.0044
6912/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 751us/sample - loss: 0.0044 - val_loss: 0.0023
Epoch 29/60
64/6976 [..............................] - ETA: 5s - loss: 0.0046
192/6976 [..............................] - ETA: 4s - loss: 0.0046
256/6976 [>.............................] - ETA: 4s - loss: 0.0045
384/6976 [>.............................] - ETA: 4s - loss: 0.0048
512/6976 [=>............................] - ETA: 4s - loss: 0.0046
640/6976 [=>............................] - ETA: 4s - loss: 0.0045
704/6976 [==>...........................] - ETA: 4s - loss: 0.0044
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 737us/sample - loss: 0.0044 - val_loss: 0.0023
Epoch 30/60
64/6976 [..............................] - ETA: 5s - loss: 0.0033
192/6976 [..............................] - ETA: 5s - loss: 0.0044
320/6976 [>.............................] - ETA: 5s - loss: 0.0042
448/6976 [>.............................] - ETA: 4s - loss: 0.0044
576/6976 [=>............................] - ETA: 4s - loss: 0.0042
704/6976 [==>...........................] - ETA: 4s - loss: 0.0042
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6080/6976 [=========================>....] - ETA: 0s - loss: 0.0044
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6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 728us/sample - loss: 0.0044 - val_loss: 0.0024
Epoch 31/60
64/6976 [..............................] - ETA: 4s - loss: 0.0046
192/6976 [..............................] - ETA: 5s - loss: 0.0040
256/6976 [>.............................] - ETA: 5s - loss: 0.0043
320/6976 [>.............................] - ETA: 5s - loss: 0.0041
384/6976 [>.............................] - ETA: 5s - loss: 0.0041
512/6976 [=>............................] - ETA: 4s - loss: 0.0041
640/6976 [=>............................] - ETA: 4s - loss: 0.0044
768/6976 [==>...........................] - ETA: 4s - loss: 0.0043
896/6976 [==>...........................] - ETA: 4s - loss: 0.0043
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0044
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0043
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 736us/sample - loss: 0.0043 - val_loss: 0.0023
Epoch 32/60
64/6976 [..............................] - ETA: 5s - loss: 0.0058
192/6976 [..............................] - ETA: 5s - loss: 0.0043
320/6976 [>.............................] - ETA: 4s - loss: 0.0040
448/6976 [>.............................] - ETA: 4s - loss: 0.0040
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704/6976 [==>...........................] - ETA: 4s - loss: 0.0042
832/6976 [==>...........................] - ETA: 4s - loss: 0.0045
960/6976 [===>..........................] - ETA: 4s - loss: 0.0046
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6016/6976 [========================>.....] - ETA: 0s - loss: 0.0044
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6912/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 770us/sample - loss: 0.0044 - val_loss: 0.0022
Epoch 33/60
64/6976 [..............................] - ETA: 5s - loss: 0.0036
128/6976 [..............................] - ETA: 5s - loss: 0.0032
192/6976 [..............................] - ETA: 5s - loss: 0.0038
256/6976 [>.............................] - ETA: 5s - loss: 0.0038
320/6976 [>.............................] - ETA: 5s - loss: 0.0039
384/6976 [>.............................] - ETA: 5s - loss: 0.0040
448/6976 [>.............................] - ETA: 5s - loss: 0.0038
512/6976 [=>............................] - ETA: 5s - loss: 0.0044
576/6976 [=>............................] - ETA: 5s - loss: 0.0046
704/6976 [==>...........................] - ETA: 4s - loss: 0.0043
768/6976 [==>...........................] - ETA: 5s - loss: 0.0044
896/6976 [==>...........................] - ETA: 5s - loss: 0.0044
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0045
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4992/6976 [====================>.........] - ETA: 1s - loss: 0.0043
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0043
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6464/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 767us/sample - loss: 0.0044 - val_loss: 0.0019
Epoch 34/60
64/6976 [..............................] - ETA: 5s - loss: 0.0034
192/6976 [..............................] - ETA: 5s - loss: 0.0034
320/6976 [>.............................] - ETA: 5s - loss: 0.0037
448/6976 [>.............................] - ETA: 4s - loss: 0.0043
576/6976 [=>............................] - ETA: 4s - loss: 0.0046
704/6976 [==>...........................] - ETA: 4s - loss: 0.0046
832/6976 [==>...........................] - ETA: 4s - loss: 0.0045
960/6976 [===>..........................] - ETA: 4s - loss: 0.0043
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0044
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0045
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0044
1472/6976 [=====>........................] - ETA: 4s - loss: 0.0043
1600/6976 [=====>........................] - ETA: 4s - loss: 0.0042
1728/6976 [======>.......................] - ETA: 3s - loss: 0.0043
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1984/6976 [=======>......................] - ETA: 3s - loss: 0.0043
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4160/6976 [================>.............] - ETA: 2s - loss: 0.0043
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4416/6976 [=================>............] - ETA: 1s - loss: 0.0044
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5952/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0044
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6464/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 748us/sample - loss: 0.0044 - val_loss: 0.0022
Epoch 35/60
64/6976 [..............................] - ETA: 5s - loss: 0.0038
192/6976 [..............................] - ETA: 5s - loss: 0.0046
256/6976 [>.............................] - ETA: 5s - loss: 0.0047
384/6976 [>.............................] - ETA: 4s - loss: 0.0047
512/6976 [=>............................] - ETA: 4s - loss: 0.0048
640/6976 [=>............................] - ETA: 4s - loss: 0.0045
768/6976 [==>...........................] - ETA: 4s - loss: 0.0045
896/6976 [==>...........................] - ETA: 4s - loss: 0.0043
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0044
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0043
1280/6976 [====>.........................] - ETA: 4s - loss: 0.0043
1408/6976 [=====>........................] - ETA: 4s - loss: 0.0043
1536/6976 [=====>........................] - ETA: 3s - loss: 0.0043
1664/6976 [======>.......................] - ETA: 3s - loss: 0.0044
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1920/6976 [=======>......................] - ETA: 3s - loss: 0.0043
2048/6976 [=======>......................] - ETA: 3s - loss: 0.0044
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2240/6976 [========>.....................] - ETA: 3s - loss: 0.0044
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4224/6976 [=================>............] - ETA: 2s - loss: 0.0043
4288/6976 [=================>............] - ETA: 1s - loss: 0.0043
4416/6976 [=================>............] - ETA: 1s - loss: 0.0043
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5056/6976 [====================>.........] - ETA: 1s - loss: 0.0043
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0044
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5440/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0044
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0043
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 736us/sample - loss: 0.0044 - val_loss: 0.0022
Epoch 36/60
64/6976 [..............................] - ETA: 5s - loss: 0.0031
192/6976 [..............................] - ETA: 5s - loss: 0.0037
256/6976 [>.............................] - ETA: 5s - loss: 0.0038
384/6976 [>.............................] - ETA: 5s - loss: 0.0041
512/6976 [=>............................] - ETA: 4s - loss: 0.0046
640/6976 [=>............................] - ETA: 4s - loss: 0.0046
768/6976 [==>...........................] - ETA: 4s - loss: 0.0047
896/6976 [==>...........................] - ETA: 4s - loss: 0.0046
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0045
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0045
1280/6976 [====>.........................] - ETA: 4s - loss: 0.0044
1408/6976 [=====>........................] - ETA: 4s - loss: 0.0044
1536/6976 [=====>........................] - ETA: 4s - loss: 0.0045
1664/6976 [======>.......................] - ETA: 3s - loss: 0.0045
1792/6976 [======>.......................] - ETA: 3s - loss: 0.0045
1920/6976 [=======>......................] - ETA: 3s - loss: 0.0044
2048/6976 [=======>......................] - ETA: 3s - loss: 0.0044
2176/6976 [========>.....................] - ETA: 3s - loss: 0.0045
2240/6976 [========>.....................] - ETA: 3s - loss: 0.0044
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2560/6976 [==========>...................] - ETA: 3s - loss: 0.0044
2688/6976 [==========>...................] - ETA: 3s - loss: 0.0045
2816/6976 [===========>..................] - ETA: 3s - loss: 0.0045
2944/6976 [===========>..................] - ETA: 3s - loss: 0.0045
3072/6976 [============>.................] - ETA: 2s - loss: 0.0045
3200/6976 [============>.................] - ETA: 2s - loss: 0.0045
3328/6976 [=============>................] - ETA: 2s - loss: 0.0044
3456/6976 [=============>................] - ETA: 2s - loss: 0.0045
3584/6976 [==============>...............] - ETA: 2s - loss: 0.0044
3712/6976 [==============>...............] - ETA: 2s - loss: 0.0044
3840/6976 [===============>..............] - ETA: 2s - loss: 0.0044
3904/6976 [===============>..............] - ETA: 2s - loss: 0.0044
4032/6976 [================>.............] - ETA: 2s - loss: 0.0044
4160/6976 [================>.............] - ETA: 2s - loss: 0.0044
4288/6976 [=================>............] - ETA: 1s - loss: 0.0045
4416/6976 [=================>............] - ETA: 1s - loss: 0.0044
4544/6976 [==================>...........] - ETA: 1s - loss: 0.0045
4672/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4800/6976 [===================>..........] - ETA: 1s - loss: 0.0044
4928/6976 [====================>.........] - ETA: 1s - loss: 0.0044
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0044restarting interrupted promise evaluation
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0044
5312/6976 [=====================>........] - ETA: 1s - loss: 0.0044
5440/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5504/6976 [======================>.......] - ETA: 1s - loss: 0.0045
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0044restarting interrupted promise evaluation
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 758us/sample - loss: 0.0044 - val_loss: 0.0024
Epoch 37/60
64/6976 [..............................] - ETA: 4s - loss: 0.0024
192/6976 [..............................] - ETA: 4s - loss: 0.0035
320/6976 [>.............................] - ETA: 4s - loss: 0.0042
448/6976 [>.............................] - ETA: 4s - loss: 0.0040
576/6976 [=>............................] - ETA: 4s - loss: 0.0040
704/6976 [==>...........................] - ETA: 4s - loss: 0.0042
768/6976 [==>...........................] - ETA: 4s - loss: 0.0044
896/6976 [==>...........................] - ETA: 4s - loss: 0.0044
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0043
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0044
1280/6976 [====>.........................] - ETA: 4s - loss: 0.0044
1408/6976 [=====>........................] - ETA: 4s - loss: 0.0043
1536/6976 [=====>........................] - ETA: 3s - loss: 0.0044
1664/6976 [======>.......................] - ETA: 3s - loss: 0.0044
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1920/6976 [=======>......................] - ETA: 3s - loss: 0.0044
2048/6976 [=======>......................] - ETA: 3s - loss: 0.0045
2112/6976 [========>.....................] - ETA: 3s - loss: 0.0044
2240/6976 [========>.....................] - ETA: 3s - loss: 0.0044
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2432/6976 [=========>....................] - ETA: 3s - loss: 0.0044
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2944/6976 [===========>..................] - ETA: 3s - loss: 0.0044
3072/6976 [============>.................] - ETA: 2s - loss: 0.0043
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4032/6976 [================>.............] - ETA: 2s - loss: 0.0043
4160/6976 [================>.............] - ETA: 2s - loss: 0.0043
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4416/6976 [=================>............] - ETA: 1s - loss: 0.0043
4544/6976 [==================>...........] - ETA: 1s - loss: 0.0042
4672/6976 [===================>..........] - ETA: 1s - loss: 0.0042
4800/6976 [===================>..........] - ETA: 1s - loss: 0.0042
4928/6976 [====================>.........] - ETA: 1s - loss: 0.0042
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0042
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0043
5312/6976 [=====================>........] - ETA: 1s - loss: 0.0043
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5568/6976 [======================>.......] - ETA: 1s - loss: 0.0043
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0043
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0043
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0043
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0043
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0043
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0043
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6848/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 740us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 38/60
64/6976 [..............................] - ETA: 4s - loss: 0.0045
192/6976 [..............................] - ETA: 5s - loss: 0.0049
256/6976 [>.............................] - ETA: 5s - loss: 0.0049
384/6976 [>.............................] - ETA: 5s - loss: 0.0046
512/6976 [=>............................] - ETA: 4s - loss: 0.0046
640/6976 [=>............................] - ETA: 4s - loss: 0.0046
768/6976 [==>...........................] - ETA: 4s - loss: 0.0046
896/6976 [==>...........................] - ETA: 4s - loss: 0.0048
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0049
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0048
1280/6976 [====>.........................] - ETA: 4s - loss: 0.0047
1408/6976 [=====>........................] - ETA: 4s - loss: 0.0048
1536/6976 [=====>........................] - ETA: 4s - loss: 0.0047
1664/6976 [======>.......................] - ETA: 3s - loss: 0.0046
1792/6976 [======>.......................] - ETA: 3s - loss: 0.0047
1920/6976 [=======>......................] - ETA: 3s - loss: 0.0047
2048/6976 [=======>......................] - ETA: 3s - loss: 0.0046
2176/6976 [========>.....................] - ETA: 3s - loss: 0.0046
2304/6976 [========>.....................] - ETA: 3s - loss: 0.0046
2432/6976 [=========>....................] - ETA: 3s - loss: 0.0045
2560/6976 [==========>...................] - ETA: 3s - loss: 0.0045
2688/6976 [==========>...................] - ETA: 3s - loss: 0.0045
2816/6976 [===========>..................] - ETA: 3s - loss: 0.0045
2944/6976 [===========>..................] - ETA: 2s - loss: 0.0046
3072/6976 [============>.................] - ETA: 2s - loss: 0.0046
3200/6976 [============>.................] - ETA: 2s - loss: 0.0046
3328/6976 [=============>................] - ETA: 2s - loss: 0.0045
3456/6976 [=============>................] - ETA: 2s - loss: 0.0045
3584/6976 [==============>...............] - ETA: 2s - loss: 0.0045
3712/6976 [==============>...............] - ETA: 2s - loss: 0.0045
3840/6976 [===============>..............] - ETA: 2s - loss: 0.0045
3968/6976 [================>.............] - ETA: 2s - loss: 0.0045
4096/6976 [================>.............] - ETA: 2s - loss: 0.0045
4224/6976 [=================>............] - ETA: 2s - loss: 0.0045
4352/6976 [=================>............] - ETA: 1s - loss: 0.0044
4480/6976 [==================>...........] - ETA: 1s - loss: 0.0044
4608/6976 [==================>...........] - ETA: 1s - loss: 0.0045
4736/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4864/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4992/6976 [====================>.........] - ETA: 1s - loss: 0.0044
5120/6976 [=====================>........] - ETA: 1s - loss: 0.0044
5248/6976 [=====================>........] - ETA: 1s - loss: 0.0044
5376/6976 [======================>.......] - ETA: 1s - loss: 0.0044
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5632/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5760/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5888/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6016/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6144/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6272/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6400/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6528/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6656/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6784/6976 [============================>.] - ETA: 0s - loss: 0.0044
6912/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 732us/sample - loss: 0.0044 - val_loss: 0.0021
Epoch 39/60
64/6976 [..............................] - ETA: 5s - loss: 0.0033
128/6976 [..............................] - ETA: 5s - loss: 0.0037
192/6976 [..............................] - ETA: 5s - loss: 0.0040
256/6976 [>.............................] - ETA: 5s - loss: 0.0040
384/6976 [>.............................] - ETA: 5s - loss: 0.0039
512/6976 [=>............................] - ETA: 4s - loss: 0.0038
640/6976 [=>............................] - ETA: 4s - loss: 0.0038
768/6976 [==>...........................] - ETA: 4s - loss: 0.0038
896/6976 [==>...........................] - ETA: 4s - loss: 0.0038
960/6976 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0037
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0038
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0040
1472/6976 [=====>........................] - ETA: 4s - loss: 0.0040
1600/6976 [=====>........................] - ETA: 4s - loss: 0.0040
1728/6976 [======>.......................] - ETA: 3s - loss: 0.0041
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1984/6976 [=======>......................] - ETA: 3s - loss: 0.0041
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2240/6976 [========>.....................] - ETA: 3s - loss: 0.0042
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2752/6976 [==========>...................] - ETA: 3s - loss: 0.0042
2880/6976 [===========>..................] - ETA: 3s - loss: 0.0042
3008/6976 [===========>..................] - ETA: 2s - loss: 0.0042
3136/6976 [============>.................] - ETA: 2s - loss: 0.0042
3264/6976 [=============>................] - ETA: 2s - loss: 0.0042
3328/6976 [=============>................] - ETA: 2s - loss: 0.0042
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3456/6976 [=============>................] - ETA: 2s - loss: 0.0042
3520/6976 [==============>...............] - ETA: 2s - loss: 0.0042
3584/6976 [==============>...............] - ETA: 2s - loss: 0.0042
3712/6976 [==============>...............] - ETA: 2s - loss: 0.0042
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4032/6976 [================>.............] - ETA: 2s - loss: 0.0042
4160/6976 [================>.............] - ETA: 2s - loss: 0.0042
4288/6976 [=================>............] - ETA: 2s - loss: 0.0042
4416/6976 [=================>............] - ETA: 1s - loss: 0.0042
4544/6976 [==================>...........] - ETA: 1s - loss: 0.0043
4672/6976 [===================>..........] - ETA: 1s - loss: 0.0043
4800/6976 [===================>..........] - ETA: 1s - loss: 0.0043
4864/6976 [===================>..........] - ETA: 1s - loss: 0.0043
4928/6976 [====================>.........] - ETA: 1s - loss: 0.0043
4992/6976 [====================>.........] - ETA: 1s - loss: 0.0043
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0043
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0043
5312/6976 [=====================>........] - ETA: 1s - loss: 0.0043
5440/6976 [======================>.......] - ETA: 1s - loss: 0.0043
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0043
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0044
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6848/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 747us/sample - loss: 0.0043 - val_loss: 0.0020
Epoch 40/60
64/6976 [..............................] - ETA: 5s - loss: 0.0033
192/6976 [..............................] - ETA: 5s - loss: 0.0045
320/6976 [>.............................] - ETA: 4s - loss: 0.0048
448/6976 [>.............................] - ETA: 4s - loss: 0.0047
576/6976 [=>............................] - ETA: 4s - loss: 0.0047
704/6976 [==>...........................] - ETA: 4s - loss: 0.0045
832/6976 [==>...........................] - ETA: 4s - loss: 0.0047
960/6976 [===>..........................] - ETA: 4s - loss: 0.0046
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0045
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0045
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0045
1472/6976 [=====>........................] - ETA: 4s - loss: 0.0045
1600/6976 [=====>........................] - ETA: 3s - loss: 0.0045
1728/6976 [======>.......................] - ETA: 3s - loss: 0.0046
1856/6976 [======>.......................] - ETA: 3s - loss: 0.0045
1984/6976 [=======>......................] - ETA: 3s - loss: 0.0045
2112/6976 [========>.....................] - ETA: 3s - loss: 0.0045
2240/6976 [========>.....................] - ETA: 3s - loss: 0.0045
2368/6976 [=========>....................] - ETA: 3s - loss: 0.0045
2496/6976 [=========>....................] - ETA: 3s - loss: 0.0045
2624/6976 [==========>...................] - ETA: 3s - loss: 0.0045
2752/6976 [==========>...................] - ETA: 3s - loss: 0.0046
2880/6976 [===========>..................] - ETA: 2s - loss: 0.0046
3008/6976 [===========>..................] - ETA: 2s - loss: 0.0046
3136/6976 [============>.................] - ETA: 2s - loss: 0.0046
3264/6976 [=============>................] - ETA: 2s - loss: 0.0046
3392/6976 [=============>................] - ETA: 2s - loss: 0.0046
3520/6976 [==============>...............] - ETA: 2s - loss: 0.0046
3648/6976 [==============>...............] - ETA: 2s - loss: 0.0046
3776/6976 [===============>..............] - ETA: 2s - loss: 0.0046
3904/6976 [===============>..............] - ETA: 2s - loss: 0.0045
4032/6976 [================>.............] - ETA: 2s - loss: 0.0046
4160/6976 [================>.............] - ETA: 2s - loss: 0.0046
4288/6976 [=================>............] - ETA: 1s - loss: 0.0046
4352/6976 [=================>............] - ETA: 1s - loss: 0.0045
4416/6976 [=================>............] - ETA: 1s - loss: 0.0045
4480/6976 [==================>...........] - ETA: 1s - loss: 0.0045
4544/6976 [==================>...........] - ETA: 1s - loss: 0.0045
4608/6976 [==================>...........] - ETA: 1s - loss: 0.0045
4672/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4736/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4800/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4864/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4928/6976 [====================>.........] - ETA: 1s - loss: 0.0045
4992/6976 [====================>.........] - ETA: 1s - loss: 0.0045
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0045
5120/6976 [=====================>........] - ETA: 1s - loss: 0.0045
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0045
5248/6976 [=====================>........] - ETA: 1s - loss: 0.0045
5376/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5440/6976 [======================>.......] - ETA: 1s - loss: 0.0045
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0044
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 744us/sample - loss: 0.0044 - val_loss: 0.0021
Epoch 41/60
64/6976 [..............................] - ETA: 5s - loss: 0.0033
192/6976 [..............................] - ETA: 5s - loss: 0.0037
256/6976 [>.............................] - ETA: 5s - loss: 0.0043
384/6976 [>.............................] - ETA: 5s - loss: 0.0043
512/6976 [=>............................] - ETA: 4s - loss: 0.0045
640/6976 [=>............................] - ETA: 4s - loss: 0.0044
768/6976 [==>...........................] - ETA: 4s - loss: 0.0043
896/6976 [==>...........................] - ETA: 4s - loss: 0.0044
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0044
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0043
1280/6976 [====>.........................] - ETA: 4s - loss: 0.0043
1408/6976 [=====>........................] - ETA: 4s - loss: 0.0043restarting interrupted promise evaluation
1472/6976 [=====>........................] - ETA: 4s - loss: 0.0043
1600/6976 [=====>........................] - ETA: 4s - loss: 0.0043
1728/6976 [======>.......................] - ETA: 4s - loss: 0.0043
1856/6976 [======>.......................] - ETA: 3s - loss: 0.0043
1984/6976 [=======>......................] - ETA: 3s - loss: 0.0042
2112/6976 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6976 [========>.....................] - ETA: 3s - loss: 0.0044
2368/6976 [=========>....................] - ETA: 3s - loss: 0.0044
2496/6976 [=========>....................] - ETA: 3s - loss: 0.0044
2624/6976 [==========>...................] - ETA: 3s - loss: 0.0044
2752/6976 [==========>...................] - ETA: 3s - loss: 0.0044
2880/6976 [===========>..................] - ETA: 3s - loss: 0.0044
3008/6976 [===========>..................] - ETA: 2s - loss: 0.0044
3136/6976 [============>.................] - ETA: 2s - loss: 0.0044
3264/6976 [=============>................] - ETA: 2s - loss: 0.0044
3392/6976 [=============>................] - ETA: 2s - loss: 0.0044
3520/6976 [==============>...............] - ETA: 2s - loss: 0.0044
3648/6976 [==============>...............] - ETA: 2s - loss: 0.0044
3776/6976 [===============>..............] - ETA: 2s - loss: 0.0044
3904/6976 [===============>..............] - ETA: 2s - loss: 0.0044
3968/6976 [================>.............] - ETA: 2s - loss: 0.0044
4096/6976 [================>.............] - ETA: 2s - loss: 0.0043
4224/6976 [=================>............] - ETA: 2s - loss: 0.0043
4352/6976 [=================>............] - ETA: 1s - loss: 0.0043
4480/6976 [==================>...........] - ETA: 1s - loss: 0.0044
4608/6976 [==================>...........] - ETA: 1s - loss: 0.0044
4736/6976 [===================>..........] - ETA: 1s - loss: 0.0044
4864/6976 [===================>..........] - ETA: 1s - loss: 0.0043
4992/6976 [====================>.........] - ETA: 1s - loss: 0.0043
5120/6976 [=====================>........] - ETA: 1s - loss: 0.0044
5248/6976 [=====================>........] - ETA: 1s - loss: 0.0044
5376/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5504/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5632/6976 [=======================>......] - ETA: 1s - loss: 0.0044
5760/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0044
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6144/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6272/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6400/6976 [==========================>...] - ETA: 0s - loss: 0.0043
6528/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6656/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6784/6976 [============================>.] - ETA: 0s - loss: 0.0044
6912/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 755us/sample - loss: 0.0044 - val_loss: 0.0022
Epoch 42/60
64/6976 [..............................] - ETA: 4s - loss: 0.0058
192/6976 [..............................] - ETA: 4s - loss: 0.0048
320/6976 [>.............................] - ETA: 4s - loss: 0.0047
448/6976 [>.............................] - ETA: 4s - loss: 0.0048
512/6976 [=>............................] - ETA: 4s - loss: 0.0046
640/6976 [=>............................] - ETA: 4s - loss: 0.0044
768/6976 [==>...........................] - ETA: 4s - loss: 0.0046
896/6976 [==>...........................] - ETA: 4s - loss: 0.0045
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0046
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0046
1280/6976 [====>.........................] - ETA: 4s - loss: 0.0046
1408/6976 [=====>........................] - ETA: 4s - loss: 0.0046
1536/6976 [=====>........................] - ETA: 4s - loss: 0.0046
1664/6976 [======>.......................] - ETA: 4s - loss: 0.0045
1792/6976 [======>.......................] - ETA: 3s - loss: 0.0044
1920/6976 [=======>......................] - ETA: 3s - loss: 0.0044
2048/6976 [=======>......................] - ETA: 3s - loss: 0.0044
2176/6976 [========>.....................] - ETA: 3s - loss: 0.0044
2304/6976 [========>.....................] - ETA: 3s - loss: 0.0044
2432/6976 [=========>....................] - ETA: 3s - loss: 0.0044
2560/6976 [==========>...................] - ETA: 3s - loss: 0.0044
2688/6976 [==========>...................] - ETA: 3s - loss: 0.0044
2816/6976 [===========>..................] - ETA: 3s - loss: 0.0044
2944/6976 [===========>..................] - ETA: 2s - loss: 0.0045
3072/6976 [============>.................] - ETA: 2s - loss: 0.0045
3200/6976 [============>.................] - ETA: 2s - loss: 0.0045
3328/6976 [=============>................] - ETA: 2s - loss: 0.0044
3456/6976 [=============>................] - ETA: 2s - loss: 0.0045
3584/6976 [==============>...............] - ETA: 2s - loss: 0.0045
3712/6976 [==============>...............] - ETA: 2s - loss: 0.0045
3840/6976 [===============>..............] - ETA: 2s - loss: 0.0045
3968/6976 [================>.............] - ETA: 2s - loss: 0.0045
4096/6976 [================>.............] - ETA: 2s - loss: 0.0045
4224/6976 [=================>............] - ETA: 2s - loss: 0.0044
4352/6976 [=================>............] - ETA: 1s - loss: 0.0045
4480/6976 [==================>...........] - ETA: 1s - loss: 0.0045
4608/6976 [==================>...........] - ETA: 1s - loss: 0.0045
4736/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4864/6976 [===================>..........] - ETA: 1s - loss: 0.0045
4992/6976 [====================>.........] - ETA: 1s - loss: 0.0045
5120/6976 [=====================>........] - ETA: 1s - loss: 0.0045
5248/6976 [=====================>........] - ETA: 1s - loss: 0.0045
5376/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5504/6976 [======================>.......] - ETA: 1s - loss: 0.0044
5632/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5760/6976 [=======================>......] - ETA: 0s - loss: 0.0044
5888/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6016/6976 [========================>.....] - ETA: 0s - loss: 0.0044
6144/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6272/6976 [=========================>....] - ETA: 0s - loss: 0.0044
6400/6976 [==========================>...] - ETA: 0s - loss: 0.0044
6528/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 737us/sample - loss: 0.0044 - val_loss: 0.0023
Epoch 43/60
64/6976 [..............................] - ETA: 4s - loss: 0.0039
192/6976 [..............................] - ETA: 4s - loss: 0.0045
320/6976 [>.............................] - ETA: 4s - loss: 0.0043
448/6976 [>.............................] - ETA: 4s - loss: 0.0046
576/6976 [=>............................] - ETA: 4s - loss: 0.0045
704/6976 [==>...........................] - ETA: 4s - loss: 0.0048
832/6976 [==>...........................] - ETA: 4s - loss: 0.0047
960/6976 [===>..........................] - ETA: 4s - loss: 0.0047
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0047
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0046
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0045
1472/6976 [=====>........................] - ETA: 3s - loss: 0.0044
1600/6976 [=====>........................] - ETA: 3s - loss: 0.0044
1728/6976 [======>.......................] - ETA: 3s - loss: 0.0043
1856/6976 [======>.......................] - ETA: 3s - loss: 0.0043
1984/6976 [=======>......................] - ETA: 3s - loss: 0.0043
2112/6976 [========>.....................] - ETA: 3s - loss: 0.0044
2240/6976 [========>.....................] - ETA: 3s - loss: 0.0044
2368/6976 [=========>....................] - ETA: 3s - loss: 0.0043
2496/6976 [=========>....................] - ETA: 3s - loss: 0.0043
2624/6976 [==========>...................] - ETA: 3s - loss: 0.0043
2752/6976 [==========>...................] - ETA: 3s - loss: 0.0042
2880/6976 [===========>..................] - ETA: 2s - loss: 0.0042
3008/6976 [===========>..................] - ETA: 2s - loss: 0.0042
3136/6976 [============>.................] - ETA: 2s - loss: 0.0042
3264/6976 [=============>................] - ETA: 2s - loss: 0.0042
3392/6976 [=============>................] - ETA: 2s - loss: 0.0042
3520/6976 [==============>...............] - ETA: 2s - loss: 0.0042
3648/6976 [==============>...............] - ETA: 2s - loss: 0.0042
3776/6976 [===============>..............] - ETA: 2s - loss: 0.0042
3904/6976 [===============>..............] - ETA: 2s - loss: 0.0042
4032/6976 [================>.............] - ETA: 2s - loss: 0.0043
4160/6976 [================>.............] - ETA: 2s - loss: 0.0042
4288/6976 [=================>............] - ETA: 1s - loss: 0.0042
4416/6976 [=================>............] - ETA: 1s - loss: 0.0042
4544/6976 [==================>...........] - ETA: 1s - loss: 0.0042
4672/6976 [===================>..........] - ETA: 1s - loss: 0.0043
4800/6976 [===================>..........] - ETA: 1s - loss: 0.0043
4928/6976 [====================>.........] - ETA: 1s - loss: 0.0043
5056/6976 [====================>.........] - ETA: 1s - loss: 0.0043
5184/6976 [=====================>........] - ETA: 1s - loss: 0.0043
5312/6976 [=====================>........] - ETA: 1s - loss: 0.0043
5440/6976 [======================>.......] - ETA: 1s - loss: 0.0043
5568/6976 [======================>.......] - ETA: 1s - loss: 0.0043
5696/6976 [=======================>......] - ETA: 0s - loss: 0.0043
5824/6976 [========================>.....] - ETA: 0s - loss: 0.0043
5952/6976 [========================>.....] - ETA: 0s - loss: 0.0043
6080/6976 [=========================>....] - ETA: 0s - loss: 0.0043
6208/6976 [=========================>....] - ETA: 0s - loss: 0.0043
6336/6976 [==========================>...] - ETA: 0s - loss: 0.0043
6464/6976 [==========================>...] - ETA: 0s - loss: 0.0043
6592/6976 [===========================>..] - ETA: 0s - loss: 0.0043
6720/6976 [===========================>..] - ETA: 0s - loss: 0.0044
6848/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 727us/sample - loss: 0.0044 - val_loss: 0.0023
Epoch 44/60
64/6976 [..............................] - ETA: 4s - loss: 0.0036
192/6976 [..............................] - ETA: 5s - loss: 0.0033
256/6976 [>.............................] - ETA: 5s - loss: 0.0034
384/6976 [>.............................] - ETA: 5s - loss: 0.0037
448/6976 [>.............................] - ETA: 5s - loss: 0.0036
512/6976 [=>............................] - ETA: 5s - loss: 0.0036
576/6976 [=>............................] - ETA: 4s - loss: 0.0036
640/6976 [=>............................] - ETA: 4s - loss: 0.0036
768/6976 [==>...........................] - ETA: 4s - loss: 0.0037
896/6976 [==>...........................] - ETA: 4s - loss: 0.0037
1024/6976 [===>..........................] - ETA: 4s - loss: 0.0036
1152/6976 [===>..........................] - ETA: 4s - loss: 0.0038
1280/6976 [====>.........................] - ETA: 4s - loss: 0.0038
1408/6976 [=====>........................] - ETA: 4s - loss: 0.0038
1536/6976 [=====>........................] - ETA: 4s - loss: 0.0038
1664/6976 [======>.......................] - ETA: 3s - loss: 0.0039
1792/6976 [======>.......................] - ETA: 3s - loss: 0.0039
1920/6976 [=======>......................] - ETA: 3s - loss: 0.0040
2048/6976 [=======>......................] - ETA: 3s - loss: 0.0039
2176/6976 [========>.....................] - ETA: 3s - loss: 0.0040
2304/6976 [========>.....................] - ETA: 3s - loss: 0.0040
2432/6976 [=========>....................] - ETA: 3s - loss: 0.0041
2560/6976 [==========>...................] - ETA: 3s - loss: 0.0041
2688/6976 [==========>...................] - ETA: 3s - loss: 0.0041
2816/6976 [===========>..................] - ETA: 3s - loss: 0.0041
2944/6976 [===========>..................] - ETA: 2s - loss: 0.0041
3072/6976 [============>.................] - ETA: 2s - loss: 0.0041
3200/6976 [============>.................] - ETA: 2s - loss: 0.0041
3328/6976 [=============>................] - ETA: 2s - loss: 0.0042
3456/6976 [=============>................] - ETA: 2s - loss: 0.0042
3584/6976 [==============>...............] - ETA: 2s - loss: 0.0042
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 733us/sample - loss: 0.0044 - val_loss: 0.0025
Epoch 45/60
64/6976 [..............................] - ETA: 5s - loss: 0.0045
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 736us/sample - loss: 0.0043 - val_loss: 0.0021
Epoch 46/60
64/6976 [..............................] - ETA: 4s - loss: 0.0035
192/6976 [..............................] - ETA: 5s - loss: 0.0036
320/6976 [>.............................] - ETA: 4s - loss: 0.0034
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 749us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 47/60
64/6976 [..............................] - ETA: 4s - loss: 0.0043
192/6976 [..............................] - ETA: 4s - loss: 0.0043
320/6976 [>.............................] - ETA: 4s - loss: 0.0041
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 745us/sample - loss: 0.0044 - val_loss: 0.0027
Epoch 48/60
64/6976 [..............................] - ETA: 5s - loss: 0.0042
192/6976 [..............................] - ETA: 5s - loss: 0.0043
256/6976 [>.............................] - ETA: 5s - loss: 0.0042
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 728us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 49/60
64/6976 [..............................] - ETA: 5s - loss: 0.0038
192/6976 [..............................] - ETA: 5s - loss: 0.0040
256/6976 [>.............................] - ETA: 5s - loss: 0.0045
384/6976 [>.............................] - ETA: 4s - loss: 0.0042
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 730us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 50/60
64/6976 [..............................] - ETA: 5s - loss: 0.0042
192/6976 [..............................] - ETA: 5s - loss: 0.0037
256/6976 [>.............................] - ETA: 5s - loss: 0.0039
384/6976 [>.............................] - ETA: 5s - loss: 0.0044
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 730us/sample - loss: 0.0044 - val_loss: 0.0023
Epoch 51/60
64/6976 [..............................] - ETA: 4s - loss: 0.0061
192/6976 [..............................] - ETA: 5s - loss: 0.0047
256/6976 [>.............................] - ETA: 5s - loss: 0.0044
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6976/6976 [==============================] - 5s 728us/sample - loss: 0.0043 - val_loss: 0.0023
Epoch 52/60
64/6976 [..............................] - ETA: 5s - loss: 0.0050
192/6976 [..............................] - ETA: 5s - loss: 0.0054
256/6976 [>.............................] - ETA: 5s - loss: 0.0051
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 737us/sample - loss: 0.0043 - val_loss: 0.0021
Epoch 53/60
64/6976 [..............................] - ETA: 5s - loss: 0.0040
192/6976 [..............................] - ETA: 5s - loss: 0.0049
320/6976 [>.............................] - ETA: 4s - loss: 0.0052
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0044
6976/6976 [==============================] - 5s 737us/sample - loss: 0.0043 - val_loss: 0.0024
Epoch 54/60
64/6976 [..............................] - ETA: 5s - loss: 0.0057
192/6976 [..............................] - ETA: 5s - loss: 0.0045
320/6976 [>.............................] - ETA: 5s - loss: 0.0045
448/6976 [>.............................] - ETA: 4s - loss: 0.0042
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6912/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 732us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 55/60
64/6976 [..............................] - ETA: 4s - loss: 0.0053
192/6976 [..............................] - ETA: 5s - loss: 0.0044
256/6976 [>.............................] - ETA: 5s - loss: 0.0044
320/6976 [>.............................] - ETA: 5s - loss: 0.0043
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704/6976 [==>...........................] - ETA: 4s - loss: 0.0039
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 730us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 56/60
64/6976 [..............................] - ETA: 5s - loss: 0.0040
192/6976 [..............................] - ETA: 5s - loss: 0.0041
256/6976 [>.............................] - ETA: 5s - loss: 0.0042
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576/6976 [=>............................] - ETA: 4s - loss: 0.0045
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6784/6976 [============================>.] - ETA: 0s - loss: 0.0043
6912/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 746us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 57/60
64/6976 [..............................] - ETA: 5s - loss: 0.0052
192/6976 [..............................] - ETA: 5s - loss: 0.0057
256/6976 [>.............................] - ETA: 5s - loss: 0.0054
384/6976 [>.............................] - ETA: 5s - loss: 0.0050
512/6976 [=>............................] - ETA: 4s - loss: 0.0051
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704/6976 [==>...........................] - ETA: 4s - loss: 0.0051
832/6976 [==>...........................] - ETA: 4s - loss: 0.0051
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1088/6976 [===>..........................] - ETA: 4s - loss: 0.0051
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 744us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 58/60
64/6976 [..............................] - ETA: 4s - loss: 0.0042
192/6976 [..............................] - ETA: 5s - loss: 0.0037
320/6976 [>.............................] - ETA: 4s - loss: 0.0039
448/6976 [>.............................] - ETA: 4s - loss: 0.0045
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704/6976 [==>...........................] - ETA: 4s - loss: 0.0044
832/6976 [==>...........................] - ETA: 4s - loss: 0.0044
960/6976 [===>..........................] - ETA: 4s - loss: 0.0043
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6784/6976 [============================>.] - ETA: 0s - loss: 0.0043
6912/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 739us/sample - loss: 0.0043 - val_loss: 0.0024
Epoch 59/60
64/6976 [..............................] - ETA: 5s - loss: 0.0044
192/6976 [..............................] - ETA: 5s - loss: 0.0043
320/6976 [>.............................] - ETA: 4s - loss: 0.0041
448/6976 [>.............................] - ETA: 4s - loss: 0.0040
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832/6976 [==>...........................] - ETA: 4s - loss: 0.0042
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6848/6976 [============================>.] - ETA: 0s - loss: 0.0043
6976/6976 [==============================] - 5s 747us/sample - loss: 0.0043 - val_loss: 0.0022
Epoch 60/60
64/6976 [..............................] - ETA: 5s - loss: 0.0024
192/6976 [..............................] - ETA: 5s - loss: 0.0035
320/6976 [>.............................] - ETA: 5s - loss: 0.0032
448/6976 [>.............................] - ETA: 4s - loss: 0.0034
576/6976 [=>............................] - ETA: 4s - loss: 0.0036
704/6976 [==>...........................] - ETA: 4s - loss: 0.0037
832/6976 [==>...........................] - ETA: 4s - loss: 0.0036
960/6976 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6976 [===>..........................] - ETA: 4s - loss: 0.0038
1216/6976 [====>.........................] - ETA: 4s - loss: 0.0039
1344/6976 [====>.........................] - ETA: 4s - loss: 0.0039
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1728/6976 [======>.......................] - ETA: 3s - loss: 0.0040
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6976/6976 [==============================] - 5s 751us/sample - loss: 0.0043 - val_loss: 0.0020simple_model %>%
compile(
loss = 'mse',
optimizer = 'adam'
) %>%
fit(
epochs = epochs,
batch_size = batch_size,
x = train_X,
y = train_y
)Train on 7104 samples
Epoch 1/60
64/7104 [..............................] - ETA: 6:02 - loss: 0.1351
192/7104 [..............................] - ETA: 2:02 - loss: 0.1114
320/7104 [>.............................] - ETA: 1:14 - loss: 0.1052
448/7104 [>.............................] - ETA: 53s - loss: 0.1086
576/7104 [=>............................] - ETA: 41s - loss: 0.0991
704/7104 [=>............................] - ETA: 34s - loss: 0.0953
832/7104 [==>...........................] - ETA: 29s - loss: 0.0905
960/7104 [===>..........................] - ETA: 25s - loss: 0.0877
1088/7104 [===>..........................] - ETA: 22s - loss: 0.0846
1216/7104 [====>.........................] - ETA: 20s - loss: 0.0816
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7104/7104 [==============================] - 8s 1ms/sample - loss: 0.0352
Epoch 2/60
64/7104 [..............................] - ETA: 5s - loss: 0.0145
192/7104 [..............................] - ETA: 5s - loss: 0.0172
320/7104 [>.............................] - ETA: 5s - loss: 0.0171
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7104/7104 [==============================] - 5s 722us/sample - loss: 0.0143
Epoch 3/60
64/7104 [..............................] - ETA: 5s - loss: 0.0097
128/7104 [..............................] - ETA: 5s - loss: 0.0106
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0106
7104/7104 [==============================] - 5s 739us/sample - loss: 0.0106
Epoch 4/60
64/7104 [..............................] - ETA: 5s - loss: 0.0089
192/7104 [..............................] - ETA: 5s - loss: 0.0115
256/7104 [>.............................] - ETA: 5s - loss: 0.0108
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7040/7104 [============================>.] - ETA: 0s - loss: 0.0085
7104/7104 [==============================] - 5s 712us/sample - loss: 0.0085
Epoch 5/60
64/7104 [..............................] - ETA: 4s - loss: 0.0094
192/7104 [..............................] - ETA: 5s - loss: 0.0084
320/7104 [>.............................] - ETA: 5s - loss: 0.0084
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0071
7104/7104 [==============================] - 5s 710us/sample - loss: 0.0071
Epoch 6/60
64/7104 [..............................] - ETA: 5s - loss: 0.0064
192/7104 [..............................] - ETA: 5s - loss: 0.0069
320/7104 [>.............................] - ETA: 5s - loss: 0.0064
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6912/7104 [============================>.] - ETA: 0s - loss: 0.0061
7040/7104 [============================>.] - ETA: 0s - loss: 0.0061
7104/7104 [==============================] - 5s 730us/sample - loss: 0.0061
Epoch 7/60
64/7104 [..............................] - ETA: 5s - loss: 0.0048
192/7104 [..............................] - ETA: 5s - loss: 0.0058
320/7104 [>.............................] - ETA: 4s - loss: 0.0062
448/7104 [>.............................] - ETA: 4s - loss: 0.0057
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704/7104 [=>............................] - ETA: 4s - loss: 0.0055
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960/7104 [===>..........................] - ETA: 4s - loss: 0.0054
1088/7104 [===>..........................] - ETA: 4s - loss: 0.0053
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1344/7104 [====>.........................] - ETA: 4s - loss: 0.0055
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7040/7104 [============================>.] - ETA: 0s - loss: 0.0052
7104/7104 [==============================] - 5s 714us/sample - loss: 0.0052
Epoch 8/60
64/7104 [..............................] - ETA: 5s - loss: 0.0056
192/7104 [..............................] - ETA: 5s - loss: 0.0046
320/7104 [>.............................] - ETA: 4s - loss: 0.0045
448/7104 [>.............................] - ETA: 4s - loss: 0.0043
576/7104 [=>............................] - ETA: 4s - loss: 0.0043
704/7104 [=>............................] - ETA: 4s - loss: 0.0048
832/7104 [==>...........................] - ETA: 4s - loss: 0.0046
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1088/7104 [===>..........................] - ETA: 4s - loss: 0.0048
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0046
7104/7104 [==============================] - 5s 722us/sample - loss: 0.0046
Epoch 9/60
64/7104 [..............................] - ETA: 5s - loss: 0.0058
128/7104 [..............................] - ETA: 5s - loss: 0.0050
192/7104 [..............................] - ETA: 5s - loss: 0.0047
256/7104 [>.............................] - ETA: 5s - loss: 0.0048
384/7104 [>.............................] - ETA: 5s - loss: 0.0044
512/7104 [=>............................] - ETA: 5s - loss: 0.0046
640/7104 [=>............................] - ETA: 4s - loss: 0.0043
768/7104 [==>...........................] - ETA: 4s - loss: 0.0044
896/7104 [==>...........................] - ETA: 4s - loss: 0.0043
960/7104 [===>..........................] - ETA: 4s - loss: 0.0044
1024/7104 [===>..........................] - ETA: 4s - loss: 0.0044
1088/7104 [===>..........................] - ETA: 4s - loss: 0.0044
1216/7104 [====>.........................] - ETA: 4s - loss: 0.0043
1344/7104 [====>.........................] - ETA: 4s - loss: 0.0042
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6464/7104 [==========================>...] - ETA: 0s - loss: 0.0042
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6720/7104 [===========================>..] - ETA: 0s - loss: 0.0042
6848/7104 [===========================>..] - ETA: 0s - loss: 0.0042
6976/7104 [============================>.] - ETA: 0s - loss: 0.0042
7104/7104 [==============================] - 5s 737us/sample - loss: 0.0042
Epoch 10/60
64/7104 [..............................] - ETA: 5s - loss: 0.0059
192/7104 [..............................] - ETA: 5s - loss: 0.0052
320/7104 [>.............................] - ETA: 4s - loss: 0.0046
448/7104 [>.............................] - ETA: 4s - loss: 0.0042
576/7104 [=>............................] - ETA: 4s - loss: 0.0042
640/7104 [=>............................] - ETA: 4s - loss: 0.0043
768/7104 [==>...........................] - ETA: 4s - loss: 0.0044
896/7104 [==>...........................] - ETA: 4s - loss: 0.0043
1024/7104 [===>..........................] - ETA: 4s - loss: 0.0042
1152/7104 [===>..........................] - ETA: 4s - loss: 0.0041
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1920/7104 [=======>......................] - ETA: 3s - loss: 0.0040
2048/7104 [=======>......................] - ETA: 3s - loss: 0.0039
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2816/7104 [==========>...................] - ETA: 3s - loss: 0.0038
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3584/7104 [==============>...............] - ETA: 2s - loss: 0.0038
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4480/7104 [=================>............] - ETA: 1s - loss: 0.0039
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5056/7104 [====================>.........] - ETA: 1s - loss: 0.0039
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5376/7104 [=====================>........] - ETA: 1s - loss: 0.0039
5440/7104 [=====================>........] - ETA: 1s - loss: 0.0039
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5632/7104 [======================>.......] - ETA: 1s - loss: 0.0039
5760/7104 [=======================>......] - ETA: 0s - loss: 0.0039
5824/7104 [=======================>......] - ETA: 0s - loss: 0.0039
5888/7104 [=======================>......] - ETA: 0s - loss: 0.0039
5952/7104 [========================>.....] - ETA: 0s - loss: 0.0039
6016/7104 [========================>.....] - ETA: 0s - loss: 0.0039
6144/7104 [========================>.....] - ETA: 0s - loss: 0.0039
6208/7104 [=========================>....] - ETA: 0s - loss: 0.0039
6336/7104 [=========================>....] - ETA: 0s - loss: 0.0039
6400/7104 [==========================>...] - ETA: 0s - loss: 0.0039
6528/7104 [==========================>...] - ETA: 0s - loss: 0.0039
6656/7104 [===========================>..] - ETA: 0s - loss: 0.0039
6784/7104 [===========================>..] - ETA: 0s - loss: 0.0039
6912/7104 [============================>.] - ETA: 0s - loss: 0.0039
7040/7104 [============================>.] - ETA: 0s - loss: 0.0039
7104/7104 [==============================] - 5s 732us/sample - loss: 0.0039
Epoch 11/60
64/7104 [..............................] - ETA: 5s - loss: 0.0038
192/7104 [..............................] - ETA: 5s - loss: 0.0039
256/7104 [>.............................] - ETA: 5s - loss: 0.0041
384/7104 [>.............................] - ETA: 5s - loss: 0.0035
512/7104 [=>............................] - ETA: 5s - loss: 0.0040
640/7104 [=>............................] - ETA: 4s - loss: 0.0039
704/7104 [=>............................] - ETA: 4s - loss: 0.0038
768/7104 [==>...........................] - ETA: 4s - loss: 0.0038
896/7104 [==>...........................] - ETA: 4s - loss: 0.0038
960/7104 [===>..........................] - ETA: 4s - loss: 0.0039
1024/7104 [===>..........................] - ETA: 4s - loss: 0.0040
1088/7104 [===>..........................] - ETA: 4s - loss: 0.0041
1216/7104 [====>.........................] - ETA: 4s - loss: 0.0041
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4864/7104 [===================>..........] - ETA: 1s - loss: 0.0039
4992/7104 [====================>.........] - ETA: 1s - loss: 0.0039
5120/7104 [====================>.........] - ETA: 1s - loss: 0.0039
5248/7104 [=====================>........] - ETA: 1s - loss: 0.0039
5312/7104 [=====================>........] - ETA: 1s - loss: 0.0039
5376/7104 [=====================>........] - ETA: 1s - loss: 0.0039
5440/7104 [=====================>........] - ETA: 1s - loss: 0.0039
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5568/7104 [======================>.......] - ETA: 1s - loss: 0.0039
5632/7104 [======================>.......] - ETA: 1s - loss: 0.0039
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5760/7104 [=======================>......] - ETA: 1s - loss: 0.0039
5824/7104 [=======================>......] - ETA: 1s - loss: 0.0039
5888/7104 [=======================>......] - ETA: 0s - loss: 0.0038
5952/7104 [========================>.....] - ETA: 0s - loss: 0.0039
6016/7104 [========================>.....] - ETA: 0s - loss: 0.0038
6144/7104 [========================>.....] - ETA: 0s - loss: 0.0039
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7104/7104 [==============================] - 6s 780us/sample - loss: 0.0039
Epoch 12/60
64/7104 [..............................] - ETA: 5s - loss: 0.0029
192/7104 [..............................] - ETA: 5s - loss: 0.0035
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7104/7104 [==============================] - 5s 766us/sample - loss: 0.0037
Epoch 13/60
64/7104 [..............................] - ETA: 5s - loss: 0.0035
128/7104 [..............................] - ETA: 5s - loss: 0.0029
192/7104 [..............................] - ETA: 5s - loss: 0.0035
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7104/7104 [==============================] - 6s 774us/sample - loss: 0.0035
Epoch 14/60
64/7104 [..............................] - ETA: 5s - loss: 0.0036
128/7104 [..............................] - ETA: 5s - loss: 0.0037
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832/7104 [==>...........................] - ETA: 4s - loss: 0.0039
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7104/7104 [==============================] - 5s 764us/sample - loss: 0.0033
Epoch 15/60
64/7104 [..............................] - ETA: 6s - loss: 0.0048
192/7104 [..............................] - ETA: 5s - loss: 0.0035
256/7104 [>.............................] - ETA: 5s - loss: 0.0031
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7104/7104 [==============================] - 5s 770us/sample - loss: 0.0032
Epoch 16/60
64/7104 [..............................] - ETA: 4s - loss: 0.0036
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320/7104 [>.............................] - ETA: 5s - loss: 0.0029
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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0030
Epoch 17/60
64/7104 [..............................] - ETA: 5s - loss: 0.0025
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7104/7104 [==============================] - 5s 734us/sample - loss: 0.0029
Epoch 18/60
64/7104 [..............................] - ETA: 5s - loss: 0.0020
192/7104 [..............................] - ETA: 5s - loss: 0.0028
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7104/7104 [==============================] - 5s 754us/sample - loss: 0.0029
Epoch 19/60
64/7104 [..............................] - ETA: 5s - loss: 0.0019
192/7104 [..............................] - ETA: 5s - loss: 0.0022
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7104/7104 [==============================] - 5s 750us/sample - loss: 0.0028
Epoch 20/60
64/7104 [..............................] - ETA: 5s - loss: 0.0036
192/7104 [..............................] - ETA: 5s - loss: 0.0025
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7104/7104 [==============================] - 5s 748us/sample - loss: 0.0028
Epoch 21/60
64/7104 [..............................] - ETA: 5s - loss: 0.0024
128/7104 [..............................] - ETA: 5s - loss: 0.0026
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7104/7104 [==============================] - 6s 781us/sample - loss: 0.0027
Epoch 22/60
64/7104 [..............................] - ETA: 4s - loss: 0.0021
128/7104 [..............................] - ETA: 5s - loss: 0.0020
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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0027
Epoch 23/60
64/7104 [..............................] - ETA: 5s - loss: 0.0027
128/7104 [..............................] - ETA: 5s - loss: 0.0022
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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0027
Epoch 24/60
64/7104 [..............................] - ETA: 4s - loss: 0.0033
192/7104 [..............................] - ETA: 5s - loss: 0.0027
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7104/7104 [==============================] - 5s 753us/sample - loss: 0.0027
Epoch 25/60
64/7104 [..............................] - ETA: 5s - loss: 0.0020
192/7104 [..............................] - ETA: 5s - loss: 0.0041
256/7104 [>.............................] - ETA: 5s - loss: 0.0037
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7104/7104 [==============================] - 5s 765us/sample - loss: 0.0027
Epoch 26/60
64/7104 [..............................] - ETA: 5s - loss: 0.0035
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7104/7104 [==============================] - 5s 774us/sample - loss: 0.0027
Epoch 27/60
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7104/7104 [==============================] - 5s 752us/sample - loss: 0.0026
Epoch 28/60
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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0027
Epoch 29/60
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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0026
Epoch 30/60
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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0027
Epoch 31/60
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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0027
Epoch 32/60
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7104/7104 [==============================] - 5s 748us/sample - loss: 0.0027
Epoch 33/60
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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0027
Epoch 34/60
64/7104 [..............................] - ETA: 5s - loss: 0.0021
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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0026
Epoch 35/60
64/7104 [..............................] - ETA: 5s - loss: 0.0045
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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0027
Epoch 36/60
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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0026
Epoch 37/60
64/7104 [..............................] - ETA: 5s - loss: 0.0013
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7104/7104 [==============================] - 5s 749us/sample - loss: 0.0026
Epoch 38/60
64/7104 [..............................] - ETA: 5s - loss: 0.0015
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7104/7104 [==============================] - 5s 751us/sample - loss: 0.0027
Epoch 39/60
64/7104 [..............................] - ETA: 4s - loss: 0.0020
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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0026
Epoch 40/60
64/7104 [..............................] - ETA: 5s - loss: 0.0024
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7104/7104 [==============================] - 5s 754us/sample - loss: 0.0026
Epoch 41/60
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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0027
Epoch 42/60
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7104/7104 [==============================] - 5s 751us/sample - loss: 0.0026
Epoch 43/60
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7104/7104 [==============================] - 5s 752us/sample - loss: 0.0026
Epoch 44/60
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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0025
Epoch 45/60
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7104/7104 [==============================] - 5s 750us/sample - loss: 0.0026
Epoch 46/60
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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0026
Epoch 47/60
64/7104 [..............................] - ETA: 5s - loss: 0.0036
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7104/7104 [==============================] - 5s 748us/sample - loss: 0.0026
Epoch 48/60
64/7104 [..............................] - ETA: 5s - loss: 0.0029
192/7104 [..............................] - ETA: 5s - loss: 0.0019
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7104/7104 [==============================] - 5s 751us/sample - loss: 0.0025
Epoch 49/60
64/7104 [..............................] - ETA: 5s - loss: 0.0022
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7104/7104 [==============================] - 5s 740us/sample - loss: 0.0025
Epoch 50/60
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7104/7104 [==============================] - 5s 742us/sample - loss: 0.0025
Epoch 51/60
64/7104 [..............................] - ETA: 5s - loss: 0.0031
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7104/7104 [==============================] - 5s 749us/sample - loss: 0.0025
Epoch 52/60
64/7104 [..............................] - ETA: 5s - loss: 0.0029
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7104/7104 [==============================] - 5s 750us/sample - loss: 0.0026
Epoch 53/60
64/7104 [..............................] - ETA: 5s - loss: 0.0029
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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0025
Epoch 54/60
64/7104 [..............................] - ETA: 5s - loss: 0.0019
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7104/7104 [==============================] - 5s 741us/sample - loss: 0.0025
Epoch 55/60
64/7104 [..............................] - ETA: 5s - loss: 0.0019
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7104/7104 [==============================] - 5s 748us/sample - loss: 0.0025
Epoch 56/60
64/7104 [..............................] - ETA: 5s - loss: 0.0056
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7104/7104 [==============================] - 5s 751us/sample - loss: 0.0025
Epoch 57/60
64/7104 [..............................] - ETA: 5s - loss: 0.0012
192/7104 [..............................] - ETA: 5s - loss: 0.0022
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7104/7104 [==============================] - 5s 749us/sample - loss: 0.0025
Epoch 58/60
64/7104 [..............................] - ETA: 4s - loss: 0.0057
192/7104 [..............................] - ETA: 5s - loss: 0.0037
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7104/7104 [==============================] - 5s 750us/sample - loss: 0.0025
Epoch 59/60
64/7104 [..............................] - ETA: 5s - loss: 0.0032
192/7104 [..............................] - ETA: 5s - loss: 0.0028
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7104/7104 [==============================] - 5s 758us/sample - loss: 0.0025
Epoch 60/60
64/7104 [..............................] - ETA: 5s - loss: 0.0025
192/7104 [..............................] - ETA: 5s - loss: 0.0027
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5760/7104 [=======================>......] - ETA: 1s - loss: 0.0025
5888/7104 [=======================>......] - ETA: 0s - loss: 0.0025
6016/7104 [========================>.....] - ETA: 0s - loss: 0.0025
6144/7104 [========================>.....] - ETA: 0s - loss: 0.0025
6272/7104 [=========================>....] - ETA: 0s - loss: 0.0025
6336/7104 [=========================>....] - ETA: 0s - loss: 0.0025
6464/7104 [==========================>...] - ETA: 0s - loss: 0.0025
6592/7104 [==========================>...] - ETA: 0s - loss: 0.0025
6720/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6848/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6912/7104 [============================>.] - ETA: 0s - loss: 0.0025
7040/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 742us/sample - loss: 0.0025simple_model_2v %>%
compile(
loss = 'mse',
optimizer = 'adam'
) %>%
fit(
epochs = epochs,
batch_size = batch_size,
x = train_X,
y = train_y
)Train on 7104 samples
Epoch 1/60
64/7104 [..............................] - ETA: 5:42 - loss: 0.0017
128/7104 [..............................] - ETA: 2:52 - loss: 0.0022
192/7104 [..............................] - ETA: 1:55 - loss: 0.0026
256/7104 [>.............................] - ETA: 1:27 - loss: 0.0027
320/7104 [>.............................] - ETA: 1:10 - loss: 0.0031
448/7104 [>.............................] - ETA: 50s - loss: 0.0035
576/7104 [=>............................] - ETA: 39s - loss: 0.0034
704/7104 [=>............................] - ETA: 32s - loss: 0.0032
832/7104 [==>...........................] - ETA: 27s - loss: 0.0033
960/7104 [===>..........................] - ETA: 24s - loss: 0.0033
1088/7104 [===>..........................] - ETA: 21s - loss: 0.0033
1216/7104 [====>.........................] - ETA: 19s - loss: 0.0033
1344/7104 [====>.........................] - ETA: 17s - loss: 0.0032
1472/7104 [=====>........................] - ETA: 15s - loss: 0.0031
1600/7104 [=====>........................] - ETA: 14s - loss: 0.0030
1728/7104 [======>.......................] - ETA: 13s - loss: 0.0030
1856/7104 [======>.......................] - ETA: 12s - loss: 0.0030
1984/7104 [=======>......................] - ETA: 11s - loss: 0.0029
2112/7104 [=======>......................] - ETA: 10s - loss: 0.0029
2240/7104 [========>.....................] - ETA: 10s - loss: 0.0029
2368/7104 [=========>....................] - ETA: 9s - loss: 0.0028
2496/7104 [=========>....................] - ETA: 9s - loss: 0.0028
2624/7104 [==========>...................] - ETA: 8s - loss: 0.0028
2752/7104 [==========>...................] - ETA: 7s - loss: 0.0028
2880/7104 [===========>..................] - ETA: 7s - loss: 0.0028
3008/7104 [===========>..................] - ETA: 7s - loss: 0.0028
3136/7104 [============>.................] - ETA: 6s - loss: 0.0027
3264/7104 [============>.................] - ETA: 6s - loss: 0.0027
3392/7104 [=============>................] - ETA: 6s - loss: 0.0027
3520/7104 [=============>................] - ETA: 5s - loss: 0.0027
3648/7104 [==============>...............] - ETA: 5s - loss: 0.0027
3776/7104 [==============>...............] - ETA: 5s - loss: 0.0027
3904/7104 [===============>..............] - ETA: 4s - loss: 0.0027
4032/7104 [================>.............] - ETA: 4s - loss: 0.0027
4160/7104 [================>.............] - ETA: 4s - loss: 0.0027
4288/7104 [=================>............] - ETA: 4s - loss: 0.0027
4416/7104 [=================>............] - ETA: 3s - loss: 0.0027
4544/7104 [==================>...........] - ETA: 3s - loss: 0.0027
4672/7104 [==================>...........] - ETA: 3s - loss: 0.0027
4800/7104 [===================>..........] - ETA: 3s - loss: 0.0027
4928/7104 [===================>..........] - ETA: 2s - loss: 0.0027
5056/7104 [====================>.........] - ETA: 2s - loss: 0.0027
5184/7104 [====================>.........] - ETA: 2s - loss: 0.0026
5312/7104 [=====================>........] - ETA: 2s - loss: 0.0026
5440/7104 [=====================>........] - ETA: 2s - loss: 0.0026
5568/7104 [======================>.......] - ETA: 1s - loss: 0.0026
5696/7104 [=======================>......] - ETA: 1s - loss: 0.0026
5824/7104 [=======================>......] - ETA: 1s - loss: 0.0026
5952/7104 [========================>.....] - ETA: 1s - loss: 0.0026
6080/7104 [========================>.....] - ETA: 1s - loss: 0.0026
6208/7104 [=========================>....] - ETA: 1s - loss: 0.0026
6336/7104 [=========================>....] - ETA: 0s - loss: 0.0026
6464/7104 [==========================>...] - ETA: 0s - loss: 0.0026
6592/7104 [==========================>...] - ETA: 0s - loss: 0.0026
6720/7104 [===========================>..] - ETA: 0s - loss: 0.0026
6848/7104 [===========================>..] - ETA: 0s - loss: 0.0026
6976/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 8s 1ms/sample - loss: 0.0025
Epoch 2/60
64/7104 [..............................] - ETA: 5s - loss: 0.0013
192/7104 [..............................] - ETA: 5s - loss: 0.0017
320/7104 [>.............................] - ETA: 5s - loss: 0.0017
448/7104 [>.............................] - ETA: 4s - loss: 0.0016
576/7104 [=>............................] - ETA: 4s - loss: 0.0018
640/7104 [=>............................] - ETA: 4s - loss: 0.0019
768/7104 [==>...........................] - ETA: 4s - loss: 0.0019
896/7104 [==>...........................] - ETA: 4s - loss: 0.0021
1024/7104 [===>..........................] - ETA: 4s - loss: 0.0023
1152/7104 [===>..........................] - ETA: 4s - loss: 0.0023
1280/7104 [====>.........................] - ETA: 4s - loss: 0.0023
1408/7104 [====>.........................] - ETA: 4s - loss: 0.0023
1536/7104 [=====>........................] - ETA: 4s - loss: 0.0023
1664/7104 [======>.......................] - ETA: 3s - loss: 0.0023
1792/7104 [======>.......................] - ETA: 3s - loss: 0.0023
1920/7104 [=======>......................] - ETA: 3s - loss: 0.0023
2048/7104 [=======>......................] - ETA: 3s - loss: 0.0024
2176/7104 [========>.....................] - ETA: 3s - loss: 0.0024
2304/7104 [========>.....................] - ETA: 3s - loss: 0.0024
2432/7104 [=========>....................] - ETA: 3s - loss: 0.0024
2560/7104 [=========>....................] - ETA: 3s - loss: 0.0024
2688/7104 [==========>...................] - ETA: 3s - loss: 0.0024
2816/7104 [==========>...................] - ETA: 3s - loss: 0.0024
2944/7104 [===========>..................] - ETA: 3s - loss: 0.0024
3072/7104 [===========>..................] - ETA: 2s - loss: 0.0024
3200/7104 [============>.................] - ETA: 2s - loss: 0.0024
3328/7104 [=============>................] - ETA: 2s - loss: 0.0024
3456/7104 [=============>................] - ETA: 2s - loss: 0.0024
3584/7104 [==============>...............] - ETA: 2s - loss: 0.0024
3712/7104 [==============>...............] - ETA: 2s - loss: 0.0024
3840/7104 [===============>..............] - ETA: 2s - loss: 0.0025
3968/7104 [===============>..............] - ETA: 2s - loss: 0.0024
4096/7104 [================>.............] - ETA: 2s - loss: 0.0024
4160/7104 [================>.............] - ETA: 2s - loss: 0.0024
4288/7104 [=================>............] - ETA: 2s - loss: 0.0024
4352/7104 [=================>............] - ETA: 1s - loss: 0.0024
4480/7104 [=================>............] - ETA: 1s - loss: 0.0024
4608/7104 [==================>...........] - ETA: 1s - loss: 0.0025
4736/7104 [===================>..........] - ETA: 1s - loss: 0.0025
4864/7104 [===================>..........] - ETA: 1s - loss: 0.0025
4992/7104 [====================>.........] - ETA: 1s - loss: 0.0025
5120/7104 [====================>.........] - ETA: 1s - loss: 0.0025
5248/7104 [=====================>........] - ETA: 1s - loss: 0.0025
5376/7104 [=====================>........] - ETA: 1s - loss: 0.0025
5504/7104 [======================>.......] - ETA: 1s - loss: 0.0025
5632/7104 [======================>.......] - ETA: 1s - loss: 0.0025
5760/7104 [=======================>......] - ETA: 0s - loss: 0.0025
5888/7104 [=======================>......] - ETA: 0s - loss: 0.0025
6016/7104 [========================>.....] - ETA: 0s - loss: 0.0025
6144/7104 [========================>.....] - ETA: 0s - loss: 0.0025
6272/7104 [=========================>....] - ETA: 0s - loss: 0.0025
6400/7104 [==========================>...] - ETA: 0s - loss: 0.0025
6528/7104 [==========================>...] - ETA: 0s - loss: 0.0025
6656/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6784/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6912/7104 [============================>.] - ETA: 0s - loss: 0.0025
7040/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 722us/sample - loss: 0.0025
Epoch 3/60
64/7104 [..............................] - ETA: 5s - loss: 0.0021
192/7104 [..............................] - ETA: 5s - loss: 0.0021
320/7104 [>.............................] - ETA: 5s - loss: 0.0019
448/7104 [>.............................] - ETA: 4s - loss: 0.0017
576/7104 [=>............................] - ETA: 4s - loss: 0.0022
704/7104 [=>............................] - ETA: 4s - loss: 0.0022
832/7104 [==>...........................] - ETA: 4s - loss: 0.0022
960/7104 [===>..........................] - ETA: 4s - loss: 0.0022
1088/7104 [===>..........................] - ETA: 4s - loss: 0.0023
1216/7104 [====>.........................] - ETA: 4s - loss: 0.0023
1344/7104 [====>.........................] - ETA: 4s - loss: 0.0024
1472/7104 [=====>........................] - ETA: 4s - loss: 0.0025
1600/7104 [=====>........................] - ETA: 3s - loss: 0.0025
1728/7104 [======>.......................] - ETA: 3s - loss: 0.0025
1792/7104 [======>.......................] - ETA: 3s - loss: 0.0025
1920/7104 [=======>......................] - ETA: 3s - loss: 0.0026
2048/7104 [=======>......................] - ETA: 3s - loss: 0.0026
2176/7104 [========>.....................] - ETA: 3s - loss: 0.0026
2304/7104 [========>.....................] - ETA: 3s - loss: 0.0027
2432/7104 [=========>....................] - ETA: 3s - loss: 0.0026
2560/7104 [=========>....................] - ETA: 3s - loss: 0.0027
2688/7104 [==========>...................] - ETA: 3s - loss: 0.0027
2816/7104 [==========>...................] - ETA: 3s - loss: 0.0027
2944/7104 [===========>..................] - ETA: 3s - loss: 0.0027
3072/7104 [===========>..................] - ETA: 2s - loss: 0.0026
3200/7104 [============>.................] - ETA: 2s - loss: 0.0026
3328/7104 [=============>................] - ETA: 2s - loss: 0.0026
3456/7104 [=============>................] - ETA: 2s - loss: 0.0026
3584/7104 [==============>...............] - ETA: 2s - loss: 0.0026
3712/7104 [==============>...............] - ETA: 2s - loss: 0.0026
3840/7104 [===============>..............] - ETA: 2s - loss: 0.0026
3968/7104 [===============>..............] - ETA: 2s - loss: 0.0026
4096/7104 [================>.............] - ETA: 2s - loss: 0.0026
4224/7104 [================>.............] - ETA: 2s - loss: 0.0026
4352/7104 [=================>............] - ETA: 1s - loss: 0.0025
4480/7104 [=================>............] - ETA: 1s - loss: 0.0025
4608/7104 [==================>...........] - ETA: 1s - loss: 0.0025
4736/7104 [===================>..........] - ETA: 1s - loss: 0.0025
4864/7104 [===================>..........] - ETA: 1s - loss: 0.0025
4992/7104 [====================>.........] - ETA: 1s - loss: 0.0025
5120/7104 [====================>.........] - ETA: 1s - loss: 0.0025
5248/7104 [=====================>........] - ETA: 1s - loss: 0.0025
5376/7104 [=====================>........] - ETA: 1s - loss: 0.0025
5504/7104 [======================>.......] - ETA: 1s - loss: 0.0025
5632/7104 [======================>.......] - ETA: 1s - loss: 0.0025
5760/7104 [=======================>......] - ETA: 0s - loss: 0.0025
5888/7104 [=======================>......] - ETA: 0s - loss: 0.0025
6016/7104 [========================>.....] - ETA: 0s - loss: 0.0025
6144/7104 [========================>.....] - ETA: 0s - loss: 0.0025
6272/7104 [=========================>....] - ETA: 0s - loss: 0.0025
6400/7104 [==========================>...] - ETA: 0s - loss: 0.0025
6528/7104 [==========================>...] - ETA: 0s - loss: 0.0025
6656/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6784/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6912/7104 [============================>.] - ETA: 0s - loss: 0.0025
7040/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 722us/sample - loss: 0.0025
Epoch 4/60
64/7104 [..............................] - ETA: 5s - loss: 0.0018
192/7104 [..............................] - ETA: 5s - loss: 0.0022
320/7104 [>.............................] - ETA: 5s - loss: 0.0028
448/7104 [>.............................] - ETA: 4s - loss: 0.0027
576/7104 [=>............................] - ETA: 4s - loss: 0.0025
704/7104 [=>............................] - ETA: 4s - loss: 0.0026
832/7104 [==>...........................] - ETA: 4s - loss: 0.0025
960/7104 [===>..........................] - ETA: 4s - loss: 0.0025
1088/7104 [===>..........................] - ETA: 4s - loss: 0.0025
1216/7104 [====>.........................] - ETA: 4s - loss: 0.0025
1344/7104 [====>.........................] - ETA: 4s - loss: 0.0024
1472/7104 [=====>........................] - ETA: 4s - loss: 0.0024
1600/7104 [=====>........................] - ETA: 3s - loss: 0.0025
1728/7104 [======>.......................] - ETA: 3s - loss: 0.0024
1856/7104 [======>.......................] - ETA: 3s - loss: 0.0024
1984/7104 [=======>......................] - ETA: 3s - loss: 0.0024
2112/7104 [=======>......................] - ETA: 3s - loss: 0.0024
2240/7104 [========>.....................] - ETA: 3s - loss: 0.0025
2368/7104 [=========>....................] - ETA: 3s - loss: 0.0025
2496/7104 [=========>....................] - ETA: 3s - loss: 0.0024
2624/7104 [==========>...................] - ETA: 3s - loss: 0.0024
2752/7104 [==========>...................] - ETA: 3s - loss: 0.0024
2880/7104 [===========>..................] - ETA: 3s - loss: 0.0024
3008/7104 [===========>..................] - ETA: 2s - loss: 0.0024
3136/7104 [============>.................] - ETA: 2s - loss: 0.0025
3264/7104 [============>.................] - ETA: 2s - loss: 0.0024
3392/7104 [=============>................] - ETA: 2s - loss: 0.0025
3520/7104 [=============>................] - ETA: 2s - loss: 0.0025
3648/7104 [==============>...............] - ETA: 2s - loss: 0.0025
3776/7104 [==============>...............] - ETA: 2s - loss: 0.0025
3904/7104 [===============>..............] - ETA: 2s - loss: 0.0025
4032/7104 [================>.............] - ETA: 2s - loss: 0.0025
4160/7104 [================>.............] - ETA: 2s - loss: 0.0025
4288/7104 [=================>............] - ETA: 2s - loss: 0.0025
4416/7104 [=================>............] - ETA: 1s - loss: 0.0025
4544/7104 [==================>...........] - ETA: 1s - loss: 0.0025
4672/7104 [==================>...........] - ETA: 1s - loss: 0.0025
4800/7104 [===================>..........] - ETA: 1s - loss: 0.0025
4928/7104 [===================>..........] - ETA: 1s - loss: 0.0025
5056/7104 [====================>.........] - ETA: 1s - loss: 0.0025
5184/7104 [====================>.........] - ETA: 1s - loss: 0.0025
5312/7104 [=====================>........] - ETA: 1s - loss: 0.0025
5440/7104 [=====================>........] - ETA: 1s - loss: 0.0025
5568/7104 [======================>.......] - ETA: 1s - loss: 0.0025
5696/7104 [=======================>......] - ETA: 1s - loss: 0.0025
5824/7104 [=======================>......] - ETA: 0s - loss: 0.0025
5952/7104 [========================>.....] - ETA: 0s - loss: 0.0025
6080/7104 [========================>.....] - ETA: 0s - loss: 0.0025
6208/7104 [=========================>....] - ETA: 0s - loss: 0.0025
6336/7104 [=========================>....] - ETA: 0s - loss: 0.0025
6464/7104 [==========================>...] - ETA: 0s - loss: 0.0025
6592/7104 [==========================>...] - ETA: 0s - loss: 0.0025
6720/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6848/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6976/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 715us/sample - loss: 0.0025
Epoch 5/60
64/7104 [..............................] - ETA: 5s - loss: 0.0036
192/7104 [..............................] - ETA: 5s - loss: 0.0027
320/7104 [>.............................] - ETA: 5s - loss: 0.0024
448/7104 [>.............................] - ETA: 4s - loss: 0.0027
576/7104 [=>............................] - ETA: 4s - loss: 0.0030
704/7104 [=>............................] - ETA: 4s - loss: 0.0028
832/7104 [==>...........................] - ETA: 4s - loss: 0.0029
960/7104 [===>..........................] - ETA: 4s - loss: 0.0028
1088/7104 [===>..........................] - ETA: 4s - loss: 0.0027
1216/7104 [====>.........................] - ETA: 4s - loss: 0.0027
1344/7104 [====>.........................] - ETA: 4s - loss: 0.0026
1472/7104 [=====>........................] - ETA: 4s - loss: 0.0026
1600/7104 [=====>........................] - ETA: 3s - loss: 0.0026
1728/7104 [======>.......................] - ETA: 3s - loss: 0.0026
1856/7104 [======>.......................] - ETA: 3s - loss: 0.0026
1984/7104 [=======>......................] - ETA: 3s - loss: 0.0025
2112/7104 [=======>......................] - ETA: 3s - loss: 0.0025
2240/7104 [========>.....................] - ETA: 3s - loss: 0.0025
2368/7104 [=========>....................] - ETA: 3s - loss: 0.0025
2496/7104 [=========>....................] - ETA: 3s - loss: 0.0025
2624/7104 [==========>...................] - ETA: 3s - loss: 0.0025
2752/7104 [==========>...................] - ETA: 3s - loss: 0.0026
2880/7104 [===========>..................] - ETA: 3s - loss: 0.0026
3008/7104 [===========>..................] - ETA: 2s - loss: 0.0026
3136/7104 [============>.................] - ETA: 2s - loss: 0.0026
3264/7104 [============>.................] - ETA: 2s - loss: 0.0026
3392/7104 [=============>................] - ETA: 2s - loss: 0.0026
3520/7104 [=============>................] - ETA: 2s - loss: 0.0026
3648/7104 [==============>...............] - ETA: 2s - loss: 0.0026
3776/7104 [==============>...............] - ETA: 2s - loss: 0.0026
3904/7104 [===============>..............] - ETA: 2s - loss: 0.0027
4032/7104 [================>.............] - ETA: 2s - loss: 0.0026
4160/7104 [================>.............] - ETA: 2s - loss: 0.0026
4288/7104 [=================>............] - ETA: 2s - loss: 0.0026
4416/7104 [=================>............] - ETA: 1s - loss: 0.0026
4544/7104 [==================>...........] - ETA: 1s - loss: 0.0027
4672/7104 [==================>...........] - ETA: 1s - loss: 0.0026
4800/7104 [===================>..........] - ETA: 1s - loss: 0.0027
4928/7104 [===================>..........] - ETA: 1s - loss: 0.0027
5056/7104 [====================>.........] - ETA: 1s - loss: 0.0026
5184/7104 [====================>.........] - ETA: 1s - loss: 0.0027
5312/7104 [=====================>........] - ETA: 1s - loss: 0.0027
5440/7104 [=====================>........] - ETA: 1s - loss: 0.0027
5568/7104 [======================>.......] - ETA: 1s - loss: 0.0027
5696/7104 [=======================>......] - ETA: 1s - loss: 0.0027
5824/7104 [=======================>......] - ETA: 0s - loss: 0.0027
5952/7104 [========================>.....] - ETA: 0s - loss: 0.0027
6080/7104 [========================>.....] - ETA: 0s - loss: 0.0026
6208/7104 [=========================>....] - ETA: 0s - loss: 0.0026
6336/7104 [=========================>....] - ETA: 0s - loss: 0.0026
6464/7104 [==========================>...] - ETA: 0s - loss: 0.0026
6592/7104 [==========================>...] - ETA: 0s - loss: 0.0026
6720/7104 [===========================>..] - ETA: 0s - loss: 0.0026
6848/7104 [===========================>..] - ETA: 0s - loss: 0.0026
6976/7104 [============================>.] - ETA: 0s - loss: 0.0026
7104/7104 [==============================] - 5s 717us/sample - loss: 0.0026
Epoch 6/60
64/7104 [..............................] - ETA: 4s - loss: 0.0026
192/7104 [..............................] - ETA: 5s - loss: 0.0030
320/7104 [>.............................] - ETA: 4s - loss: 0.0028
448/7104 [>.............................] - ETA: 4s - loss: 0.0026
576/7104 [=>............................] - ETA: 4s - loss: 0.0023
704/7104 [=>............................] - ETA: 4s - loss: 0.0026
832/7104 [==>...........................] - ETA: 4s - loss: 0.0024
960/7104 [===>..........................] - ETA: 4s - loss: 0.0024
1088/7104 [===>..........................] - ETA: 4s - loss: 0.0025
1216/7104 [====>.........................] - ETA: 4s - loss: 0.0025
1344/7104 [====>.........................] - ETA: 4s - loss: 0.0025
1472/7104 [=====>........................] - ETA: 4s - loss: 0.0027
1600/7104 [=====>........................] - ETA: 3s - loss: 0.0026
1728/7104 [======>.......................] - ETA: 3s - loss: 0.0026
1856/7104 [======>.......................] - ETA: 3s - loss: 0.0025
1984/7104 [=======>......................] - ETA: 3s - loss: 0.0025
2112/7104 [=======>......................] - ETA: 3s - loss: 0.0025
2240/7104 [========>.....................] - ETA: 3s - loss: 0.0025
2368/7104 [=========>....................] - ETA: 3s - loss: 0.0026
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 716us/sample - loss: 0.0025
Epoch 7/60
64/7104 [..............................] - ETA: 5s - loss: 0.0023
192/7104 [..............................] - ETA: 5s - loss: 0.0033
256/7104 [>.............................] - ETA: 5s - loss: 0.0028
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7040/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 718us/sample - loss: 0.0025
Epoch 8/60
64/7104 [..............................] - ETA: 5s - loss: 0.0033
192/7104 [..............................] - ETA: 4s - loss: 0.0035
256/7104 [>.............................] - ETA: 5s - loss: 0.0033
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7040/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 723us/sample - loss: 0.0025
Epoch 9/60
64/7104 [..............................] - ETA: 5s - loss: 0.0027
192/7104 [..............................] - ETA: 5s - loss: 0.0024
320/7104 [>.............................] - ETA: 5s - loss: 0.0029
448/7104 [>.............................] - ETA: 4s - loss: 0.0025
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7040/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 724us/sample - loss: 0.0025
Epoch 10/60
64/7104 [..............................] - ETA: 5s - loss: 0.0036
192/7104 [..............................] - ETA: 5s - loss: 0.0023
256/7104 [>.............................] - ETA: 5s - loss: 0.0023
384/7104 [>.............................] - ETA: 5s - loss: 0.0022
512/7104 [=>............................] - ETA: 5s - loss: 0.0023
640/7104 [=>............................] - ETA: 4s - loss: 0.0023
768/7104 [==>...........................] - ETA: 4s - loss: 0.0023
896/7104 [==>...........................] - ETA: 4s - loss: 0.0023
1024/7104 [===>..........................] - ETA: 4s - loss: 0.0023
1152/7104 [===>..........................] - ETA: 4s - loss: 0.0021
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 735us/sample - loss: 0.0025
Epoch 11/60
64/7104 [..............................] - ETA: 5s - loss: 0.0015
192/7104 [..............................] - ETA: 5s - loss: 0.0026
320/7104 [>.............................] - ETA: 5s - loss: 0.0025
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7104/7104 [==============================] - 5s 737us/sample - loss: 0.0025
Epoch 12/60
64/7104 [..............................] - ETA: 5s - loss: 0.0022
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7104/7104 [==============================] - 5s 727us/sample - loss: 0.0025
Epoch 13/60
64/7104 [..............................] - ETA: 5s - loss: 0.0018
192/7104 [..............................] - ETA: 5s - loss: 0.0019
320/7104 [>.............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 5s 730us/sample - loss: 0.0025
Epoch 14/60
64/7104 [..............................] - ETA: 5s - loss: 0.0025
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7104/7104 [==============================] - 5s 725us/sample - loss: 0.0025
Epoch 15/60
64/7104 [..............................] - ETA: 5s - loss: 0.0026
192/7104 [..............................] - ETA: 5s - loss: 0.0018
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7104/7104 [==============================] - 5s 730us/sample - loss: 0.0025
Epoch 16/60
64/7104 [..............................] - ETA: 5s - loss: 0.0031
192/7104 [..............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 5s 728us/sample - loss: 0.0025
Epoch 17/60
64/7104 [..............................] - ETA: 5s - loss: 0.0020
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7104/7104 [==============================] - 5s 730us/sample - loss: 0.0025
Epoch 18/60
64/7104 [..............................] - ETA: 5s - loss: 0.0016
192/7104 [..............................] - ETA: 5s - loss: 0.0029
320/7104 [>.............................] - ETA: 5s - loss: 0.0027
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 748us/sample - loss: 0.0025
Epoch 19/60
64/7104 [..............................] - ETA: 5s - loss: 0.0029
192/7104 [..............................] - ETA: 5s - loss: 0.0026
320/7104 [>.............................] - ETA: 5s - loss: 0.0027
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 728us/sample - loss: 0.0025
Epoch 20/60
64/7104 [..............................] - ETA: 5s - loss: 0.0022
192/7104 [..............................] - ETA: 5s - loss: 0.0021
256/7104 [>.............................] - ETA: 5s - loss: 0.0021
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448/7104 [>.............................] - ETA: 5s - loss: 0.0020
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7040/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 730us/sample - loss: 0.0025
Epoch 21/60
64/7104 [..............................] - ETA: 5s - loss: 0.0026
192/7104 [..............................] - ETA: 5s - loss: 0.0023
320/7104 [>.............................] - ETA: 5s - loss: 0.0022
448/7104 [>.............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 5s 732us/sample - loss: 0.0025
Epoch 22/60
64/7104 [..............................] - ETA: 5s - loss: 0.0018
192/7104 [..............................] - ETA: 5s - loss: 0.0020
320/7104 [>.............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 5s 749us/sample - loss: 0.0025
Epoch 23/60
64/7104 [..............................] - ETA: 5s - loss: 0.0019
192/7104 [..............................] - ETA: 5s - loss: 0.0022
256/7104 [>.............................] - ETA: 5s - loss: 0.0028
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 769us/sample - loss: 0.0025
Epoch 24/60
64/7104 [..............................] - ETA: 5s - loss: 0.0038
128/7104 [..............................] - ETA: 5s - loss: 0.0027
192/7104 [..............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 6s 884us/sample - loss: 0.0025
Epoch 25/60
64/7104 [..............................] - ETA: 7s - loss: 0.0018
128/7104 [..............................] - ETA: 7s - loss: 0.0017
192/7104 [..............................] - ETA: 7s - loss: 0.0020
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7104/7104 [==============================] - 6s 782us/sample - loss: 0.0025
Epoch 26/60
64/7104 [..............................] - ETA: 5s - loss: 0.0018
192/7104 [..............................] - ETA: 5s - loss: 0.0019
256/7104 [>.............................] - ETA: 5s - loss: 0.0019
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640/7104 [=>............................] - ETA: 4s - loss: 0.0028
768/7104 [==>...........................] - ETA: 4s - loss: 0.0029
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7104/7104 [==============================] - 5s 728us/sample - loss: 0.0025
Epoch 27/60
64/7104 [..............................] - ETA: 4s - loss: 0.0027
192/7104 [..............................] - ETA: 5s - loss: 0.0023
256/7104 [>.............................] - ETA: 5s - loss: 0.0022
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7104/7104 [==============================] - 5s 728us/sample - loss: 0.0025
Epoch 28/60
64/7104 [..............................] - ETA: 5s - loss: 0.0026
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256/7104 [>.............................] - ETA: 5s - loss: 0.0023
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0024
7104/7104 [==============================] - 5s 749us/sample - loss: 0.0025
Epoch 29/60
64/7104 [..............................] - ETA: 5s - loss: 0.0024
192/7104 [..............................] - ETA: 5s - loss: 0.0020
320/7104 [>.............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 5s 728us/sample - loss: 0.0025
Epoch 30/60
64/7104 [..............................] - ETA: 5s - loss: 0.0015
192/7104 [..............................] - ETA: 5s - loss: 0.0026
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7104/7104 [==============================] - 5s 738us/sample - loss: 0.0025
Epoch 31/60
64/7104 [..............................] - ETA: 5s - loss: 0.0043
192/7104 [..............................] - ETA: 5s - loss: 0.0027
320/7104 [>.............................] - ETA: 5s - loss: 0.0026
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7104/7104 [==============================] - 5s 740us/sample - loss: 0.0025
Epoch 32/60
64/7104 [..............................] - ETA: 5s - loss: 0.0022
192/7104 [..............................] - ETA: 5s - loss: 0.0025
256/7104 [>.............................] - ETA: 5s - loss: 0.0022
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7104/7104 [==============================] - 5s 731us/sample - loss: 0.0025
Epoch 33/60
64/7104 [..............................] - ETA: 5s - loss: 0.0021
192/7104 [..............................] - ETA: 5s - loss: 0.0021
256/7104 [>.............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 5s 737us/sample - loss: 0.0025
Epoch 34/60
64/7104 [..............................] - ETA: 5s - loss: 0.0041
192/7104 [..............................] - ETA: 5s - loss: 0.0030
320/7104 [>.............................] - ETA: 5s - loss: 0.0027
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7104/7104 [==============================] - 5s 726us/sample - loss: 0.0025
Epoch 35/60
64/7104 [..............................] - ETA: 5s - loss: 0.0025
192/7104 [..............................] - ETA: 5s - loss: 0.0019
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7104/7104 [==============================] - 5s 731us/sample - loss: 0.0025
Epoch 36/60
64/7104 [..............................] - ETA: 5s - loss: 0.0022
192/7104 [..............................] - ETA: 5s - loss: 0.0020
256/7104 [>.............................] - ETA: 5s - loss: 0.0021
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7104/7104 [==============================] - 5s 731us/sample - loss: 0.0025
Epoch 37/60
64/7104 [..............................] - ETA: 5s - loss: 0.0014
192/7104 [..............................] - ETA: 5s - loss: 0.0022
256/7104 [>.............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 5s 734us/sample - loss: 0.0025
Epoch 38/60
64/7104 [..............................] - ETA: 5s - loss: 0.0020
192/7104 [..............................] - ETA: 5s - loss: 0.0019
256/7104 [>.............................] - ETA: 5s - loss: 0.0021
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640/7104 [=>............................] - ETA: 4s - loss: 0.0021
768/7104 [==>...........................] - ETA: 4s - loss: 0.0022
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7104/7104 [==============================] - 5s 736us/sample - loss: 0.0025
Epoch 39/60
64/7104 [..............................] - ETA: 5s - loss: 0.0037
192/7104 [..............................] - ETA: 5s - loss: 0.0032
256/7104 [>.............................] - ETA: 5s - loss: 0.0029
384/7104 [>.............................] - ETA: 5s - loss: 0.0029
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640/7104 [=>............................] - ETA: 4s - loss: 0.0029
768/7104 [==>...........................] - ETA: 4s - loss: 0.0027
896/7104 [==>...........................] - ETA: 4s - loss: 0.0025
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6912/7104 [============================>.] - ETA: 0s - loss: 0.0025
7040/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 730us/sample - loss: 0.0025
Epoch 40/60
64/7104 [..............................] - ETA: 5s - loss: 0.0033
192/7104 [..............................] - ETA: 5s - loss: 0.0033
320/7104 [>.............................] - ETA: 5s - loss: 0.0026
448/7104 [>.............................] - ETA: 5s - loss: 0.0022
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0024
7104/7104 [==============================] - 5s 730us/sample - loss: 0.0024
Epoch 41/60
64/7104 [..............................] - ETA: 5s - loss: 0.0030
192/7104 [..............................] - ETA: 5s - loss: 0.0024
320/7104 [>.............................] - ETA: 5s - loss: 0.0022
448/7104 [>.............................] - ETA: 4s - loss: 0.0023
576/7104 [=>............................] - ETA: 4s - loss: 0.0022
704/7104 [=>............................] - ETA: 4s - loss: 0.0023
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6848/7104 [===========================>..] - ETA: 0s - loss: 0.0025
6976/7104 [============================>.] - ETA: 0s - loss: 0.0025
7104/7104 [==============================] - 5s 729us/sample - loss: 0.0025
Epoch 42/60
64/7104 [..............................] - ETA: 5s - loss: 0.0020
192/7104 [..............................] - ETA: 5s - loss: 0.0028
320/7104 [>.............................] - ETA: 5s - loss: 0.0028
448/7104 [>.............................] - ETA: 5s - loss: 0.0028
576/7104 [=>............................] - ETA: 4s - loss: 0.0025
704/7104 [=>............................] - ETA: 4s - loss: 0.0024
832/7104 [==>...........................] - ETA: 4s - loss: 0.0024
960/7104 [===>..........................] - ETA: 4s - loss: 0.0024
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1600/7104 [=====>........................] - ETA: 4s - loss: 0.0025
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0024
7104/7104 [==============================] - 5s 729us/sample - loss: 0.0025
Epoch 43/60
64/7104 [..............................] - ETA: 4s - loss: 0.0026
192/7104 [..............................] - ETA: 5s - loss: 0.0032
256/7104 [>.............................] - ETA: 5s - loss: 0.0027
384/7104 [>.............................] - ETA: 5s - loss: 0.0027
512/7104 [=>............................] - ETA: 4s - loss: 0.0025
640/7104 [=>............................] - ETA: 4s - loss: 0.0028
768/7104 [==>...........................] - ETA: 4s - loss: 0.0027
896/7104 [==>...........................] - ETA: 4s - loss: 0.0027
1024/7104 [===>..........................] - ETA: 4s - loss: 0.0028
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7104/7104 [==============================] - 5s 733us/sample - loss: 0.0025
Epoch 44/60
64/7104 [..............................] - ETA: 5s - loss: 0.0056
192/7104 [..............................] - ETA: 5s - loss: 0.0038
256/7104 [>.............................] - ETA: 5s - loss: 0.0036
384/7104 [>.............................] - ETA: 5s - loss: 0.0030
512/7104 [=>............................] - ETA: 5s - loss: 0.0028
640/7104 [=>............................] - ETA: 4s - loss: 0.0028
768/7104 [==>...........................] - ETA: 4s - loss: 0.0027
896/7104 [==>...........................] - ETA: 4s - loss: 0.0026
1024/7104 [===>..........................] - ETA: 4s - loss: 0.0025
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7104/7104 [==============================] - 5s 726us/sample - loss: 0.0025
Epoch 45/60
64/7104 [..............................] - ETA: 5s - loss: 0.0027
192/7104 [..............................] - ETA: 5s - loss: 0.0029
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7104/7104 [==============================] - 5s 732us/sample - loss: 0.0025
Epoch 46/60
64/7104 [..............................] - ETA: 5s - loss: 0.0016
192/7104 [..............................] - ETA: 5s - loss: 0.0018
320/7104 [>.............................] - ETA: 5s - loss: 0.0015
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7104/7104 [==============================] - 5s 734us/sample - loss: 0.0025
Epoch 47/60
64/7104 [..............................] - ETA: 5s - loss: 0.0021
192/7104 [..............................] - ETA: 5s - loss: 0.0029
320/7104 [>.............................] - ETA: 5s - loss: 0.0024
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7104/7104 [==============================] - 5s 771us/sample - loss: 0.0025
Epoch 48/60
64/7104 [..............................] - ETA: 5s - loss: 0.0016
192/7104 [..............................] - ETA: 5s - loss: 0.0021
256/7104 [>.............................] - ETA: 5s - loss: 0.0024
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7104/7104 [==============================] - 5s 755us/sample - loss: 0.0025
Epoch 49/60
64/7104 [..............................] - ETA: 5s - loss: 0.0023
192/7104 [..............................] - ETA: 5s - loss: 0.0024
320/7104 [>.............................] - ETA: 5s - loss: 0.0022
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7104/7104 [==============================] - 5s 733us/sample - loss: 0.0024
Epoch 50/60
64/7104 [..............................] - ETA: 5s - loss: 0.0025
128/7104 [..............................] - ETA: 5s - loss: 0.0024
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7104/7104 [==============================] - 6s 780us/sample - loss: 0.0024
Epoch 51/60
64/7104 [..............................] - ETA: 5s - loss: 0.0021
192/7104 [..............................] - ETA: 5s - loss: 0.0020
256/7104 [>.............................] - ETA: 5s - loss: 0.0027
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7104/7104 [==============================] - 5s 741us/sample - loss: 0.0025
Epoch 52/60
64/7104 [..............................] - ETA: 5s - loss: 0.0032
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7104/7104 [==============================] - 5s 757us/sample - loss: 0.0025
Epoch 53/60
64/7104 [..............................] - ETA: 5s - loss: 0.0018
192/7104 [..............................] - ETA: 5s - loss: 0.0025
320/7104 [>.............................] - ETA: 5s - loss: 0.0027
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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0024
Epoch 54/60
64/7104 [..............................] - ETA: 5s - loss: 0.0048
192/7104 [..............................] - ETA: 5s - loss: 0.0030
320/7104 [>.............................] - ETA: 5s - loss: 0.0026
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7104/7104 [==============================] - 5s 756us/sample - loss: 0.0024
Epoch 55/60
64/7104 [..............................] - ETA: 5s - loss: 0.0026
192/7104 [..............................] - ETA: 5s - loss: 0.0017
256/7104 [>.............................] - ETA: 5s - loss: 0.0018
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0024
7104/7104 [==============================] - 5s 757us/sample - loss: 0.0024
Epoch 56/60
64/7104 [..............................] - ETA: 5s - loss: 0.0018
192/7104 [..............................] - ETA: 5s - loss: 0.0023
320/7104 [>.............................] - ETA: 5s - loss: 0.0028
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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0025
Epoch 57/60
64/7104 [..............................] - ETA: 4s - loss: 0.0015
192/7104 [..............................] - ETA: 5s - loss: 0.0017
320/7104 [>.............................] - ETA: 5s - loss: 0.0019
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7104/7104 [==============================] - 5s 730us/sample - loss: 0.0024
Epoch 58/60
64/7104 [..............................] - ETA: 5s - loss: 0.0019
192/7104 [..............................] - ETA: 5s - loss: 0.0031
320/7104 [>.............................] - ETA: 5s - loss: 0.0028
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7104/7104 [==============================] - 5s 731us/sample - loss: 0.0024
Epoch 59/60
64/7104 [..............................] - ETA: 5s - loss: 0.0036
192/7104 [..............................] - ETA: 5s - loss: 0.0029
320/7104 [>.............................] - ETA: 5s - loss: 0.0029
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7104/7104 [==============================] - 5s 758us/sample - loss: 0.0025
Epoch 60/60
64/7104 [..............................] - ETA: 5s - loss: 0.0020
192/7104 [..............................] - ETA: 5s - loss: 0.0024
320/7104 [>.............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 6s 783us/sample - loss: 0.0025
7104/7104 [==============================] - 6s 783us/sample - loss: 0.0025test_X <- array(test_X,c(dim(test_X)[1], dim(test_X)[2], 1))
test_y <- future[test_start:test_end,,]
test_y <- array(test_y,c(dim(test_y)[1], dim(test_y)[2], 1))
pred_11v <- predict(model_11v, past, batch_size = 64)
pred_2v <- predict(model_2v, past, batch_size = 64)
pred_simple <- predict(simple_model, past, batch_size = 64)
pred_simple_2v <- predict(simple_model_2v, past, batch_size = 64)model_11v %>%
evaluate(batch_size = 64,test_X, test_y, verbose = 0) loss
0.001938075 model_2v %>%
evaluate(batch_size = 64,test_X, test_y, verbose = 0) loss
0.001935515 simple_model %>%
evaluate(batch_size = 64,test_X, test_y, verbose = 0) loss
0.002260722 simple_model_2v %>%
evaluate(batch_size = 64,test_X, test_y, verbose = 0) loss
0.002259217 Initial Results w/ Validation Data
Splitting the training data into training and validation data does not seem to affect performance unless a dropout layer is included. However, doing so in this case at lest is resulting in significantly worse performance.
R2 <- function(y, yhat){
return((1 - sum( ( y - yhat )^2 ) / sum( ( y - mean(y) )^2 ) ) * 100)
}
Rowwise_R2<- function(y, yhat, steps){
print(paste('R-Squared for all test data:', R2(y, yhat ) ) )
if (length(dim(y)) == 3){
for (i in 1:32){
print(paste('At',i,'R-Squared:',R2(y[,i,], yhat[,i,])))
}
}
else if (length(dim(y)) == 2){
for (i in 1:32){
print(paste('At',i,'R-Squared:',R2(y[,i], yhat[,i])))
}
}
}Breaking Attempt
The data suggests a breaking point around 5810 to 5928 would be a good place to try to break the model, so we will try breaking our model here. So far, we have been using 60 epochs, but if we were to test 100 points within that range, that would be the equivalent of 6000 epochs–far too many. Instead, we’ll select two points to run the model, choose the one that performs worst (the goal is to find a breaking point after all), then select two more models near that point.
BUILD A HEAP
print('For 11 Validation Batches')[1] "For 11 Validation Batches"Rowwise_R2(future[test_start:test_end,,], pred_11v[test_start:test_end,,] )[1] "R-Squared for all test data: 63.3307193305235"
[1] "At 1 R-Squared: 90.6988635187688"
[1] "At 2 R-Squared: 92.6870531431066"
[1] "At 3 R-Squared: 89.6674299265876"
[1] "At 4 R-Squared: 83.9831825443577"
[1] "At 5 R-Squared: 80.6847192137536"
[1] "At 6 R-Squared: 78.4527421064018"
[1] "At 7 R-Squared: 77.2373202284982"
[1] "At 8 R-Squared: 76.1900759797054"
[1] "At 9 R-Squared: 75.320263900211"
[1] "At 10 R-Squared: 74.4859009895031"
[1] "At 11 R-Squared: 73.1366783628389"
[1] "At 12 R-Squared: 71.8539962450638"
[1] "At 13 R-Squared: 70.3634683650934"
[1] "At 14 R-Squared: 68.7166642467899"
[1] "At 15 R-Squared: 67.0848514696165"
[1] "At 16 R-Squared: 65.5315658728635"
[1] "At 17 R-Squared: 63.5642941071307"
[1] "At 18 R-Squared: 61.4781300569601"
[1] "At 19 R-Squared: 59.3259981849612"
[1] "At 20 R-Squared: 57.376338367447"
[1] "At 21 R-Squared: 55.2432312857431"
[1] "At 22 R-Squared: 53.219864490269"
[1] "At 23 R-Squared: 51.1838361513382"
[1] "At 24 R-Squared: 49.2647994438256"
[1] "At 25 R-Squared: 47.3957800364273"
[1] "At 26 R-Squared: 45.3375172702015"
[1] "At 27 R-Squared: 43.1589199023659"
[1] "At 28 R-Squared: 41.0618914425994"
[1] "At 29 R-Squared: 39.4471817479233"
[1] "At 30 R-Squared: 37.9910157414254"
[1] "At 31 R-Squared: 36.762166400939"
[1] "At 32 R-Squared: 35.6132114218497"print('')[1] ""print('For 2 Validation Batches')[1] "For 2 Validation Batches"Rowwise_R2(future[test_start:test_end,,], pred_2v[test_start:test_end,,] )[1] "R-Squared for all test data: 63.3307193305235"
[1] "At 1 R-Squared: 90.6988635187688"
[1] "At 2 R-Squared: 92.6870531431066"
[1] "At 3 R-Squared: 89.6674299265876"
[1] "At 4 R-Squared: 83.9831825443577"
[1] "At 5 R-Squared: 80.6847192137536"
[1] "At 6 R-Squared: 78.4527421064018"
[1] "At 7 R-Squared: 77.2373202284982"
[1] "At 8 R-Squared: 76.1900759797054"
[1] "At 9 R-Squared: 75.320263900211"
[1] "At 10 R-Squared: 74.4859009895031"
[1] "At 11 R-Squared: 73.1366783628389"
[1] "At 12 R-Squared: 71.8539962450638"
[1] "At 13 R-Squared: 70.3634683650934"
[1] "At 14 R-Squared: 68.7166642467899"
[1] "At 15 R-Squared: 67.0848514696165"
[1] "At 16 R-Squared: 65.5315658728635"
[1] "At 17 R-Squared: 63.5642941071307"
[1] "At 18 R-Squared: 61.4781300569601"
[1] "At 19 R-Squared: 59.3259981849612"
[1] "At 20 R-Squared: 57.376338367447"
[1] "At 21 R-Squared: 55.2432312857431"
[1] "At 22 R-Squared: 53.219864490269"
[1] "At 23 R-Squared: 51.1838361513382"
[1] "At 24 R-Squared: 49.2647994438256"
[1] "At 25 R-Squared: 47.3957800364273"
[1] "At 26 R-Squared: 45.3375172702015"
[1] "At 27 R-Squared: 43.1589199023659"
[1] "At 28 R-Squared: 41.0618914425994"
[1] "At 29 R-Squared: 39.4471817479233"
[1] "At 30 R-Squared: 37.9910157414254"
[1] "At 31 R-Squared: 36.762166400939"
[1] "At 32 R-Squared: 35.6132114218497"print('')[1] ""print('For No Validation Batches')[1] "For No Validation Batches"Rowwise_R2(future[test_start:test_end,,], pred_simple[test_start:test_end,,] )[1] "R-Squared for all test data: 57.2580684717305"
[1] "At 1 R-Squared: 95.8812310489011"
[1] "At 2 R-Squared: 93.1455070175223"
[1] "At 3 R-Squared: 91.3018898594058"
[1] "At 4 R-Squared: 88.1624425588007"
[1] "At 5 R-Squared: 85.3694100629351"
[1] "At 6 R-Squared: 82.7128208760169"
[1] "At 7 R-Squared: 80.3273033267713"
[1] "At 8 R-Squared: 77.9323918791781"
[1] "At 9 R-Squared: 75.6265259638715"
[1] "At 10 R-Squared: 73.3964576796071"
[1] "At 11 R-Squared: 70.8438023592175"
[1] "At 12 R-Squared: 68.321196957625"
[1] "At 13 R-Squared: 65.6438638810201"
[1] "At 14 R-Squared: 62.9022036373768"
[1] "At 15 R-Squared: 60.2782697721459"
[1] "At 16 R-Squared: 57.8079879542293"
[1] "At 17 R-Squared: 55.1288181002238"
[1] "At 18 R-Squared: 52.3893383904687"
[1] "At 19 R-Squared: 49.5849890233272"
[1] "At 20 R-Squared: 47.0645202704743"
[1] "At 21 R-Squared: 44.4721407547833"
[1] "At 22 R-Squared: 41.9657473011541"
[1] "At 23 R-Squared: 39.4854704620725"
[1] "At 24 R-Squared: 37.1236562832119"
[1] "At 25 R-Squared: 34.9163739901492"
[1] "At 26 R-Squared: 32.5514378572474"
[1] "At 27 R-Squared: 30.1000922133869"
[1] "At 28 R-Squared: 27.6509046643478"
[1] "At 29 R-Squared: 25.5260765687776"
[1] "At 30 R-Squared: 23.6728400337905"
[1] "At 31 R-Squared: 22.140727362402"
[1] "At 32 R-Squared: 20.7648012251846"print('')[1] ""print('For 2 Validation Batches But No Dropout Layer')[1] "For 2 Validation Batches But No Dropout Layer"Rowwise_R2(future[test_start:test_end,,], pred_simple_2v[test_start:test_end,,] )[1] "R-Squared for all test data: 57.2580684717305"
[1] "At 1 R-Squared: 95.8812310489011"
[1] "At 2 R-Squared: 93.1455070175223"
[1] "At 3 R-Squared: 91.3018898594058"
[1] "At 4 R-Squared: 88.1624425588007"
[1] "At 5 R-Squared: 85.3694100629351"
[1] "At 6 R-Squared: 82.7128208760169"
[1] "At 7 R-Squared: 80.3273033267713"
[1] "At 8 R-Squared: 77.9323918791781"
[1] "At 9 R-Squared: 75.6265259638715"
[1] "At 10 R-Squared: 73.3964576796071"
[1] "At 11 R-Squared: 70.8438023592175"
[1] "At 12 R-Squared: 68.321196957625"
[1] "At 13 R-Squared: 65.6438638810201"
[1] "At 14 R-Squared: 62.9022036373768"
[1] "At 15 R-Squared: 60.2782697721459"
[1] "At 16 R-Squared: 57.8079879542293"
[1] "At 17 R-Squared: 55.1288181002238"
[1] "At 18 R-Squared: 52.3893383904687"
[1] "At 19 R-Squared: 49.5849890233272"
[1] "At 20 R-Squared: 47.0645202704743"
[1] "At 21 R-Squared: 44.4721407547833"
[1] "At 22 R-Squared: 41.9657473011541"
[1] "At 23 R-Squared: 39.4854704620725"
[1] "At 24 R-Squared: 37.1236562832119"
[1] "At 25 R-Squared: 34.9163739901492"
[1] "At 26 R-Squared: 32.5514378572474"
[1] "At 27 R-Squared: 30.1000922133869"
[1] "At 28 R-Squared: 27.6509046643478"
[1] "At 29 R-Squared: 25.5260765687776"
[1] "At 30 R-Squared: 23.6728400337905"
[1] "At 31 R-Squared: 22.140727362402"
[1] "At 32 R-Squared: 20.7648012251846"Simulating Data
Given our findings with oil, let’s see if we can simulate some data.
tensorplot <- function(y, yhat, xStart = 1, xEnd = NA,x = NA, ySlice = NA, actual = 1){
timesteps <- dim(y)[2]
if (all(is.na(xEnd) ) ){
len <- dim(y)[1]
xEnd <- dim(y)[1] + dim(y)[2] -1
}
else{
len <- xEnd
xEnd <- xEnd + dim(y)[2] -1
}
if (all(is.na(x) ) ){
x = xStart:xEnd
print(length(x))
}
if (all(is.na(ySlice) ) ){
ySlice = 1:dim(y)[2]
}
plot(range(x), range(yhat[,ySlice,1] ), type = 'n')
increment <- 360 / length(ySlice)
hue <- 0
for (i in ySlice){
ends <- timesteps - i
col <- hcl(h = hue, c = 50, l = 85, alpha = 0.15)
print(length((xStart + ends):(len + ends)))
print(length(unlist(yhat[xStart:len,i,1])))
points((xStart + i):(len + i), unlist(yhat[xStart:len,i,1]), col = col, pch = 19, cex = 1.2)
hue = hue + increment
}
i <- 1
ends <- timesteps - i
col <- 'black'
lines((xStart + i):(len + i), unlist(y[xStart:len,i,1]), col = col)
}tensorplot(future, pred_2v, xStart = test_start, ySlice = c(2) )[1] 927
[1] 896
[1] 896
tensorplot(future, pred_11v, xStart = test_start, ySlice = c(2) )[1] 927
[1] 896
[1] 896
tensorplot(future, pred_simple, xStart = test_start, ySlice = c(2) )[1] 927
[1] 896
[1] 896
tensorplot(future, pred_simple_2v, xStart = test_start, ySlice = c(2) )[1] 927
[1] 896
[1] 896
#tensorplot(future, future, xStart = test_start, xEnd = 7000, ySlice = c(15) )tensorplot(future, simple_pred, xStart = test_start, ySlice = c(2) )[1] 927
[1] 896
[1] 896
Performance
Model performs better without validation data
---
title: "Breaking an LSTM Model"
output: html_notebook
---

# INTRODUCTION

The goal of this project is to explore stateful LSTM models.  The two underlying questions it seeks to answer are whether incuding validation data in a stateful model helps in the same manner as it does for non-stateful models, and whether the placement of the division between training and testing data can potentially 'break' the model so that the R-Squared value goes negative.

## Suspicions

### Validation Data and Stateful Models

Unlike for non-stateful models, tutorials for stateful models rarely include the use of validation data.  One possible reason for this is that stateful models, unlike normal models, doe not divide their data into groups randomly.  Data is fed into the model in order from earliest to latest (or sometimes the reverse).  Thus, the training data is the most in the past, and the testing data is the most recent.  Any validation data would have to consist of blocks of data in between those two, and would not be random.  Thus, validation data would present two dangers: overfitting on the validation data itself, and a gap between training and testing data.

### Breaking a Model

When running some tests with stock data, there were a few cases where the model thoroughly failed and the predictions yielded negative R-Squared values.  One common feature of those cases was that the division between training and testing data coincided with a sudden spike in the stock price, which was followed by a period with a new average.  Do these conditions consistently break the model?  And can we clarify the conditions for breaking the model?


## Oil Price Data

For testing these hypotheses, we are going to make use of a dataset of oil prices since 1989.  The dataset was chosen because it is not only data of interest, but also because the data is rich, and the price of oil experienced several sudden climbs followed by long plateaus.  Thus, if we are trying to choose a dividing line between training and test data that could cause the model to fail, there should be several good options with enough data to train and test the model. 

```{r}
library(readr)
library(dplyr)
library(keras)
library(tidyr)
```

```{r}
# not built for laptop yet
oil <- read_csv('C:\\Users\\Christopher\\Desktop\\Data\\oil_prices.csv')
```
```{r}
head(oil)
```

```{r warning=FALSE}
oil <- oil %>%
  rename(price = DCOILBRENTEU) %>%
  mutate(price = as.numeric(price)) %>%
  mutate(change64_days = lag(price, 64) ) %>%
  mutate (id = (1 - 64):( nrow(oil) - 64) ) %>%
  drop_na() %>%
  mutate (change64_days = price - change64_days )
summary(oil)
```

```{r}
timesteps = 32
batch_size = 64
epochs = 60
# 60 epochs should be enough, see little improvement going to 120.  Funny results with 40
##########################################
past <- NULL
future <- NULL
temp <- oil[32:NROW(oil), 'price']
# indexing to avoid NAs in past data; could do same for future, but that would eliminate data for real predictions
for (i in 1:timesteps){
  past <- c(past,unlist(lag( oil$price, i)))
  future <- c(future,unlist(lead( oil$price, i-1)))
}
past <-   array( data =   past, dim = c(NROW(oil), 32, 1) )
future <- array( data = future, dim = c(NROW(oil), 32, 1) )

clip = timesteps + 1 + ((dim(future)[1] - timesteps) %% batch_size)

future <- future[clip:dim(future)[1],,1]
past   <- past  [clip:dim(  past)[1],,1]
```

```{r, scaling}
# prevent accidental rerunning when playing with code
if ( max(past) >1 || min(past) < 0 ){
  future <- ( future - min ( oil$price ) ) / ( max( oil$price - min ( oil$price ) ) )
  past <- ( past - min ( oil$price ) ) / (max( oil$price - min( oil$price ) ) )
}
future <- array(future,c(dim(future)[1], dim(future)[2], 1))
past <- array(past,c(dim(past)[1], dim(past)[2], 1))
```


```{r, batch_parameters}
train_share <- 0.90
batches <- dim(future)[1] / batch_size
train_batches <- as.integer((batches - 1) * 0.9)
test_batches <- batches - 1 - train_batches
train_end <- train_batches * batch_size
test_start <- train_end + 1
test_end <- train_end + test_batches * batch_size
future_start <- test_end +1
future_end <- dim(future)[2]
```

```{r warning=FALSE}
model_11v <- keras_model_sequential() %>%
  layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
  layer_dropout(0.2) %>%
  layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
  layer_dropout(0.2) %>%
  layer_dense(1)
summary(model_11v)
# dropout of 0.5 too high, stick to 0.2 or lower
```

```{r, model_2v}
model_2v <- model_11v
summary(model_2v)
```
```{r, simple_model}
simple_model <- keras_model_sequential() %>%
  layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
  layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
  layer_dense(1)
simple_model_2v <- simple_model
summary(simple_model)
```

```{r}
train_X <- past[1:train_end,,]
train_X <- array(train_X,c(dim(train_X)[1], dim(train_X)[2], 1))

train_y <- future[1:train_end,,]
train_y <- array(train_y,c(dim(train_y)[1], dim(train_y)[2], 1))
```


```{r}
model_11v %>% 
  compile(
    loss = 'mse',
    optimizer = 'adam'
) %>%
  fit(
    epochs = epochs,
    batch_size = batch_size,
    x = train_X,
    y = train_y,
    validation_split = (11 / 111)
  )
```

```{r}
model_2v %>%
    compile(
    loss = 'mse',
    optimizer = 'adam'
) %>%
  fit(
    epochs = epochs,
    batch_size = batch_size,
    x = train_X,
    y = train_y,
    validation_split = (2 / 111)
#    validation_data = c(test_X, test_y)
  )
```

```{r}
simple_model %>% 
  compile(
    loss = 'mse',
    optimizer = 'adam'
) %>%
  fit(
    epochs = epochs,
    batch_size = batch_size,
    x = train_X,
    y = train_y
  )
```


```{r}
simple_model_2v %>% 
  compile(
    loss = 'mse',
    optimizer = 'adam'
) %>%
  fit(
    epochs = epochs,
    batch_size = batch_size,
    x = train_X,
    y = train_y
  )
```

```{r}
test_X <- past[test_start:test_end,,]
test_X <- array(test_X,c(dim(test_X)[1], dim(test_X)[2], 1))

test_y <- future[test_start:test_end,,]
test_y <- array(test_y,c(dim(test_y)[1], dim(test_y)[2], 1))

pred_11v <- predict(model_11v, past, batch_size = 64)
pred_2v <- predict(model_2v, past, batch_size = 64)
pred_simple <- predict(simple_model, past, batch_size = 64)
pred_simple_2v <- predict(simple_model_2v, past, batch_size = 64)
```

```{r}
model_11v %>%
  evaluate(batch_size = 64,test_X, test_y, verbose = 0)
model_2v %>%
  evaluate(batch_size = 64,test_X, test_y, verbose = 0)
simple_model %>%
  evaluate(batch_size = 64,test_X, test_y, verbose = 0)
simple_model_2v %>%
  evaluate(batch_size = 64,test_X, test_y, verbose = 0)
```

```{r}
R2 <- function(y, yhat){
  return((1 - sum( ( y - yhat )^2 ) / sum( ( y - mean(y) )^2 ) ) * 100)
}
Rowwise_R2<- function(y, yhat, steps){
  print(paste('R-Squared for all test data:', R2(y, yhat ) ) )
  if (length(dim(y)) == 3){
    for (i in 1:32){
      print(paste('At',i,'R-Squared:',R2(y[,i,], yhat[,i,])))
    }  
  }
  else if (length(dim(y)) == 2){
    for (i in 1:32){
      print(paste('At',i,'R-Squared:',R2(y[,i], yhat[,i])))
    }    
  }
}
```

```{r}
print('For 11 Validation Batches')
Rowwise_R2(future[test_start:test_end,,], pred_11v[test_start:test_end,,] )
print('')
print('For 2 Validation Batches')
Rowwise_R2(future[test_start:test_end,,], pred_2v[test_start:test_end,,] )
print('')
print('For No Validation Batches')
Rowwise_R2(future[test_start:test_end,,], pred_simple[test_start:test_end,,] )
print('')
print('For 2 Validation Batches But No Dropout Layer')
Rowwise_R2(future[test_start:test_end,,], pred_simple_2v[test_start:test_end,,] )
```

```{r}
tensorplot <- function(y, yhat, xStart = 1, xEnd = NA,x = NA, ySlice = NA, actual = 1){
  timesteps <- dim(y)[2]
  if (all(is.na(xEnd) ) ){
    len <- dim(y)[1]
    xEnd <- dim(y)[1] + dim(y)[2] -1
  }
  else{
    len <- xEnd
    xEnd <- xEnd + dim(y)[2] -1
  }
  if (all(is.na(x) ) ){
    x = xStart:xEnd
    print(length(x))
  }
  if (all(is.na(ySlice) ) ){
    ySlice = 1:dim(y)[2]
  }
  plot(range(x), range(yhat[,ySlice,1] ), type = 'n')
  increment <- 360 / length(ySlice)
  hue <- 0
  for (i in ySlice){
    ends <- timesteps - i
    col <- hcl(h = hue, c = 50, l = 85, alpha = 0.15)
    print(length((xStart + ends):(len + ends)))
    print(length(unlist(yhat[xStart:len,i,1])))
    points((xStart + i):(len + i), unlist(yhat[xStart:len,i,1]), col = col, pch = 19, cex = 1.2)
    hue = hue + increment
  }
  i <- 1
  ends <- timesteps - i
  col <- 'black'
  lines((xStart + i):(len + i), unlist(y[xStart:len,i,1]), col = col)
}
```

```{r}
tensorplot(future, pred_2v, xStart = test_start, ySlice = c(2) )
tensorplot(future, pred_11v, xStart = test_start, ySlice = c(2) )
tensorplot(future, pred_simple, xStart = test_start, ySlice = c(2) )
tensorplot(future, pred_simple_2v, xStart = test_start, ySlice = c(2) )
#tensorplot(future, future, xStart = test_start, xEnd = 7000, ySlice = c(15) )
```

## Initial Results w/ Validation Data

Splitting the training data into training and validation data does not seem to affect performance unless a dropout layer is included.  However, doing so in this case at lest is resulting in significantly worse performance.   

```{r}
tensorplot(future, simple_pred, xStart = test_start, ySlice = c(2) )
```
# Breaking Attempt

The data suggests a breaking point around 5810 to 5928 would be a good place to try to break the model, so we will try breaking our model here.  So far, we have been using 60 epochs, but if we were to test 100 points within that range, that would be the equivalent of 6000 epochs--far too many.  Instead, we'll select two points to run the model, choose the one that performs worst (the goal is to find a breaking point after all), then select two more models near that point.

BUILD A HEAP

```{r}
array(data = )
```



## Simulating Data

Given our findings with oil, let's see if we can simulate some data.  

```{r}
fibX <- function(n, x = 2){
  if (n > 0){
    v <- fibX(n-1, x)
  }
  else {
    return(1)
  }
  l <- length(v)
  if ( l <= x ){
    return(c(v,sum(v) ) )
  }
  else{
    m <- sum(v[(l-x+1):l])
    return(c(v,m))
  }
}
```


```{r}
1:6000 * rnorm(6000)
y_sim <- seq(from = 1, to = 6000) / 1500 +
  c(rep(1, 200), rep(2, 1800), rep(1, 200),rep(3, 800),rep(2, 200), rep(5, 1000), rep (10, 1800)) +
  rnorm(n = 6000, mean = 0, sd = 1)
y_sim <- (y_sim - min(y_sim) ) / (max(y_sim) - min(y_sim) )
```

```{r}
max(y_sim)
```

## Performance

Model performs better without validation data
